{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "os.environ['CUDA_VISIBLE_DEVICE'] = ''\n",
    "\n",
    "import argparse\n",
    "\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import nltk\n",
    "import numpy as np\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "from importlib.util import find_spec\n",
    "if find_spec(\"text_recognizer\") is None:\n",
    "    import sys\n",
    "    sys.path.append('..')\n",
    "\n",
    "from text_recognizer.data import EMNISTLines2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## More challenging EMNISTLines\n",
    "\n",
    "Now that we've seen the `IAMLines` dataset, we can make our synthetic dataset look more like it by changing the shape of the canvas into which we embed the sentence crops, and by adding data augmentations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EMNISTLines2 generating data for train...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package brown to /home/sergeyk/work/fsdl/fsdl-\n",
      "[nltk_data]     text-recognizer-2021/data/downloaded/nltk...\n",
      "[nltk_data]   Unzipping corpora/brown.zip.\n",
      "0.00B [00:00, ?B/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading raw dataset from https://s3-us-west-2.amazonaws.com/fsdl-public-assets/matlab.zip to /home/sergeyk/work/fsdl/fsdl-text-recognizer-2021/data/downloaded/emnist/matlab.zip...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "709MB [00:13, 56.4MB/s]                              \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Computing SHA-256...\n",
      "Unzipping EMNIST...\n",
      "Loading training data from .mat file\n",
      "Balancing classes to reduce amount of data\n",
      "Saving to HDF5 in a compressed format...\n",
      "Saving essential dataset parameters to text_recognizer/datasets...\n",
      "Cleaning up...\n",
      "EMNISTLines2 generating data for val...\n",
      "EMNISTLines2 generating data for test...\n",
      "EMNISTLines2 loading data from HDF5...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/sergeyk/miniconda3/envs/fsdl-text-recognizer-2021/lib/python3.6/site-packages/torchvision/transforms/functional_tensor.py:876: UserWarning: Argument fill/fillcolor is not supported for Tensor input. Fill value is zero\n",
      "  warnings.warn(\"Argument fill/fillcolor is not supported for Tensor input. Fill value is zero\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EMNISTLines2 Dataset\n",
      "Min overlap: 0.2\n",
      "Max overlap: 0.5\n",
      "Num classes: 83\n",
      "Dims: (1, 56, 1024)\n",
      "Output dims: (89, 1)\n",
      "Train/val/test sizes: 10000, 2000, 2000\n",
      "Batch x stats: (torch.Size([128, 1, 56, 1024]), torch.float32, tensor(0.), tensor(0.0181), tensor(0.1014), tensor(0.9989))\n",
      "Batch y stats: (torch.Size([128, 89]), torch.int64, tensor(1), tensor(66))\n",
      "\n"
     ]
    }
   ],
   "source": [
    "dataset = EMNISTLines2(args=argparse.Namespace())\n",
    "dataset.prepare_data()\n",
    "dataset.setup()\n",
    "print(dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([ 1, 48, 59,  2,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,\n",
      "         3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,\n",
      "         3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,\n",
      "         3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,\n",
      "         3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3]) torch.Size([89])\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'<S>it<E>'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def convert_y_label_to_string(y, dataset=dataset):\n",
    "    # NOTE: we ignore padding tokens\n",
    "    return ''.join([dataset.mapping[i] for i in y if i != 3])\n",
    "\n",
    "y_example = dataset.data_train[0][1]\n",
    "print(y_example, y_example.shape)\n",
    "convert_y_label_to_string(y_example)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Train\n",
    "\n",
    "X, Y = next(iter(dataset.train_dataloader()))\n",
    "for i in range(10):\n",
    "    x, y = X[i], Y[i]\n",
    "    sentence = convert_y_label_to_string(y) \n",
    "    plt.matshow(x.squeeze(), cmap='gray', vmin=0, vmax=1)\n",
    "    plt.title(sentence)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA54AAABjCAYAAADza9+9AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Il7ecAAAACXBIWXMAAAsTAAALEwEAmpwYAABC6UlEQVR4nO3de3hU1bk/8O87M8lkSELuCSQBBggRISQROVrkpuLRolwVC5yqnP68tIo3isdiEQkgp61yilRqRWuV0opSENBCVaAIaEFACEEu4RJyIeQeciH3mXl/f8zeuzPJTDIzuZDo+3me/cDM7Fl7zZ53rew1a+21iJkhhBBCCCGEEEJ0Ft21zoAQQgghhBBCiO82aXgKIYQQQgghhOhU0vAUQgghhBBCCNGppOEphBBCCCGEEKJTScNTCCGEEEIIIUSnkoanEEIIIYQQQohOJQ1PIYQQHY6I/kFEc691PnxFRO8R0cutvH6ViAZ1ZZ6U4zIRJXT1cZVjZxPRHW5eG0dEmZ103C+I6BHl//9NRF92xnGEEEJ0Lml4CiFED0dEY4noX0RUSUTlRPQVEf1HFx4/jYj+4vgcM09i5nVdlYf28KUxw8xBzJzVWXnqaq6+Q28w835mvq6D8nIrEV3qiLQc0mQiqlF+MFC35zvyGEIIIVpnuNYZEEII4T0iimHmIiLqDeDvAB4HsBGAP4BxABqU/YIBWJi57pplVohrQC0jDk+lMPN5F/uFA6hm5qauy50QQnz/SI+nEEL0EEQUSkSPE9EhAO8pTycCADNvYGYrM9cx8+fMnKG8ngTgMhGtJaIftJL2fxPRl0S0koiuENFFIprk8HosEX2s9KieJ6JHled/COCXAGYpvUjHlee14ZHK40eJ6DQRVRPRKSIa6ZDuZiIqUY75dCt5vIeIjhFRFRHlEVGaw2tmpVdrLhHlElEpES1SXutDRLVEFOGw/0jlmCMAvAlgtJL/CodDhhHRdiXPXxPRYIf3a0NelWG5v29l3zuJKFPpkX6DiPY6nptmn/EmIjpARBVEVEBEa4jIv9ludxNRlvIZXyUinfJeHRG9SEQ5RFRMRH8mohDltRa9iOrQWXffoRupRJShfJYPiSjAVfpK2v+j7FtDRO8QUQzZh2BXE9EuIgpr5Tg+Ub7r/yGiUwDSPHzbfwK4RET/R0RJHZ0nIYQQdtLwFEKIbkxpTNxJRBsA5AC4E8AKAFOVXc4CsBLROiKa1PxinpkPABgJoADA+0rj73ki6uvicDcDyAQQCeAVAO8QESmvfQDgEoBYADMB/C8R3c7MnwL4XwAfKsNPU1x8hvthbwQ8BKC3kvcypcH0CYDjAOIATATwLBHd5eZ01ChphAK4B8DjRDS92T5jAVynpPUSEV3PzIUAvgDwI4f9HgTwATOfAPAzAAeU/Ic67DMbwFIAYQDOw37e3XG5LxFFAtgE4AUAEbCf31taSccKYD7s38Fo5XM80WyfGQBGwf69TgPw/5Tn/1vZbgMwCEAQgDWtHAsA4Ml36OBHAH4IYCCAZOV47twHe6MuEcAUAP+AvYEbBfv1h9sfGbxBRH5EdC8RfQL7+U0G8BSAeZ68n5k/hP082wB8TkSHieiJzmgYCyHE95k0PIUQopsioicBZAP4NYADAAYz8wxm3qYOC2TmKtgbWwzgbQAlZO+ZjFHTYeaLzJwGYDDsjayhAE4R0d+JqL/DIXOY+W1mtgJYB6AvgBgi6gdgDIBfMHM9M6cD+CPsjUBPPALgFWY+zHbnmTkHwH8AiGLmZczcqNwz+TbsjbgWmPkLZj7BzDalR3cDgAnNdluq9Poeh71Bqzai1gF4QDmvegBzAKxvI99bmPkQM1sA/BVAqg/73g3gJDN/pLz2OwCF7hJh5m+Y+SAzW5g5G8BaF5/xN8xczsy5AF5TPgsA/BjAb5k5i5mvwt7YnU1EHXlbze+Y+TIzl8P+o0FqK/u+zsxFzJwPYD+Ar5n5GDPXA9gC4Ib2ZoaIlgPIB/CskmY8Mz/IzLuZ2dZs96NKT7K6aT9wMPO3zPw/APrB/iPJrQAuEtEHZB/OLoQQop2k4SmEEN3XQNh70NJhb0SVudqJmU8z838zczzsQ2tjYW+QNN+PAZxS0roEYDiAQIddCh32rVX+G6SkV87M1Q775sDeS+mJfgAuuHh+AIBYx8YA7D1iMS72BRHdTER7lCGylbA3oiOb7ebYqKtV8g8A2wAMI6KBsPfCVTLzoTby7S4tb/aNBZCnvqB8B24nziGiROUHgUIiqoK9J7L5Z8xz+H+Ocgz1WDnNXjPAzfn0kTfnxPH+yjoXj1t7r6euA+AHexnJaBajzY1k5lCH7bPmOyg/upyAvYyUw16e/Dogn0II8b0nDU8hhOimmHkB7L2U3wJ4HfYemOVENKSV95yB/f5P7V41IjIS0UxlKOI5ADfCPsxxEDOf9iArlwGEk32iIlV/2HuaAHtva2vylM/h6vmLzRoDwcx8t5t03gfwMYB+zBwC+72Z5GZfJ0ov20bYez0fhHNvZ1v5b48CAPHqA2Xocrz73fEHAGcADGHm3rA3xJt/xn4O/+8P+/cD5d8BzV6zwN7gqwHQyyEfetiHvKo68xx0Gmb+Eey9rqUAPiSik0T0CyLy9EcRAAARBZH9Pud/AjgK+48qs5g5iZld/uAjhBDCO9LwFEKIboyZi5n5t8ycDPs9c6EADhDRnwCAiIYS0QIiilce94N96OVB5XEy7I2fZwBshb3R9hAz71F63zzJQx6AfwH4FREFKGk+DEBdfqMIgFmd5MaFPwJ4johuJLsEIhoA4BCAaqWhYCIiPRElkfulYIJh73mtJ6KbAPyXJ/l38GfY70mcCueGZxGAeGo5iU9H2A5gBBFNV4a8zgPQp5X9gwFUAbhKRENhn624uf8hojDlu34GwIfK8xsAzCeigUQUhH/ft2mB/V7gALJP0OQH4EUARoc02/oOuy1mzmHmZQASYL8fVh1KnubJ+8k+udJlALNgH9ocx8xPMPPhTsqyEEJ8L/W4PzBCCPF9pdz/9xTsQyrfVJ6uhn1SoK+JqAb2Bue3ABYorxcDuImZxzHzO20MRWzNHABm2C/QtwBYwsy7lNf+pvxbRkRHXeT7b7BPtvO+kt+tAMKVYY2TYe+xugh7r9UfAYS4ycMTAJYRUTWAl2DvwfQYM38F+wQyR5V7TFX/BHASQCERlXqTpgfHLAVwP+yTNZUBGAbgCJTlblx4DvYGdTXs97t+6GKfbQC+gX146XYA7yjP/wn2BvU+2M9nPeyT7ICZK2E/f3+Evae6Bs5Dflv9DnsC5f7hvcz8E9jLyNZmuxwn53U8X1OezwQwlO1rz37IzO6+GyGEEO1AHv7gLYQQQvR4ylDK95n5j9fo+DrYG3w/ZuY91yIPQgghxLUgPZ5CCCG+F5QhvCPhuhexM497F9nXYDXi3/dsHuzKPAghhBDXmjQ8hRBCfOcR0ToAuwA8247hxr4aDfusvqWwr2c5nZnrujgPQgghxDUlQ22FEEIIIYQQQnQq6fEUQgghhBBCCNGppOEphBBCCCGEEKJTdVnDk4h+SESZRHSeiBZ21XGFaAsR9SOiPUR0Sll8/Bnl+XAi2klE55R/w5TniYh+p8RyBhGNvLafQHyfKWtfHiOivyuPBxLR10p8fqiuTUlERuXxeeV18zXNuPheUyZb2kREZ4joNBGNljpXdHdENF+5TviWiDYo6xpLnSu6HSL6ExEVE9G3Ds95XccS0Vxl/3NENLe9+eqShicR6QH8HsAk2Ncwm0NEw7ri2EJ4wAJgATMPA/ADAPOU+FwIYDczDwGwW3kM2ON4iLI9BuAPXZ9lITTPADjt8Pg3AFYxcwKAKwAeVp5/GMAV5flVyn5CXCurAXzKzEMBpMAew1Lnim6LiOIAPA1gFDMnAdADmA2pc0X39B6AHzZ7zqs6lojCASyBfa3wmwAsURurvuqqHs+bAJxn5ixmbgTwAYBpXXRsIVrFzAXMfFT5fzXsF0BxsMfoOmW3dQCmK/+fBuDPymLlBwGEElHfrs21EAARxQO4B8AflccE4HYAm5RdmsetGs+bAExU9heiSxFRCIDxAN4BAGZuZOYKSJ0ruj8DABMRGQD0AlAAqXNFN8TM+wCUN3va2zr2LgA7mbmcma8A2ImWjVmvdFXDMw5AnsPjS8pzQnQrylCYGwB8DSCGmQuUlwoBxCj/l3gW3cVrAJ4HYFMeRwCoYGaL8tgxNrW4VV6vVPYXoqsNBFAC4F1lmPgfiSgQUueKboyZ8wGsBJALe4OzEsA3kDpX9Bze1rEdXvfK5EJCKIgoCMBm2Nf5q3J8je3rDsnaQ6LbIKLJAIqZ+ZtrnRchvGQAMBLAH5j5BgA1+PeQLwBS54ruRxliOA32H05iAQSinb0/Qlwr16qO7aqGZz6Afg6P45XnhOgWiMgP9kbnX5n5I+XpInU4l/JvsfK8xLPoDsYAmEpE2bDfvnA77PfNhSrDwADn2NTiVnk9BEBZV2ZYCMUlAJeY+Wvl8SbYG6JS54ru7A4AF5m5hJmbAHwEez0sda7oKbytYzu87u2qhudhAEOUmb/8Yb8Z++MuOrYQrVLuuXgHwGlm/q3DSx8DUGfwmgtgm8PzDymzgP0AQKXD0AUhugQzv8DM8cxshr1O/Scz/xjAHgAzld2ax60azzOV/aVHSXQ5Zi4EkEdE1ylPTQRwClLniu4tF8APiKiXct2gxq3UuaKn8LaO/QzAnUQUpvT436k85zPqqjJARHfDfj+SHsCfmHlFlxxYiDYQ0VgA+wGcwL/vlfsl7Pd5bgTQH0AOgB8xc7nyB2cN7ENsagH8hJmPdHnGhVAQ0a0AnmPmyUQ0CPYe0HAAxwA8wMwNRBQAYD3s9zCXA5jNzFnXKMvie46IUmGfFMsfQBaAn8D+Y7jUuaLbIqKlAGbBPhv+MQCPwH7Pm9S5olshog0AbgUQCaAI9tlpt8LLOpaI/h/s18QAsIKZ321XvuTHFyGEEEIIIYQQnUkmFxJCCCGEEEII0amk4SmEEEIIIYQQolNJw1MIIYQQQgghRKeShqcQQgghhBBCiE7VpQ1PInqsK48nREeR2BU9kcSt6IkkbkVPJbEreqKujNt2NTyJ6IdElElE54looQdvkQIpeiqJXdETSdyKnkjiVvRUEruiJ+r+DU8i0gP4PYBJAIYBmENEwzoqY0IIIYQQQgghvhsM7XjvTQDOq4vhEtEHAKYBONXKe24kIlk4VPRIEruiJ5K4FT2RxK3oqSR2RU/UCXFbysxRzZ9sz1DbOAB5Do8vKc85IaLHiOgIER1px7GEEEIIIYQQQnR/Oa6ebE+Pp0eY+S0AbwHyK5AQQgghhBBCfB+1p8czH0A/h8fxynNCCCGEEEIIIYSmPQ3PwwCGENFAIvIHMBvAxx2TLSGEEEIIIYQQ3xU+D7VlZgsRPQngMwB6AH9i5pMdljMhhBBCCCGEEN8JbTY8iehPACYDKGbmJOW5cAAfAjADyAbwI2a+0nnZFEIIIYQQQgjRU3ky1PY9AD9s9txCALuZeQiA3cpjIYQQQgghhBCihTYbnsy8D0B5s6enAVin/H8dgOkdmy0hhBBCCCGEEN8Vvk4uFMPMBcr/CwHEdFB+hBBCCCGEEEJ8x7R7HU9m5tbW5ySixwA81t7jCCGEEEIIIYTomXzt8Swior4AoPxb7G5HZn6LmUcx8ygfjyWEEEIIIYQQogfzteH5MYC5yv/nAtjWMdkRQgghhBBCCPFd02bDk4g2ADgA4DoiukREDwP4NYD/JKJzAO5QHotuTK/XQ6fz9XcG+/vF95tOp4PB0O7R+Zr2xqRwFhsbCz8/v2udje81tYx0VFx/V8tIR54jIYQQPQcxu709s+MP1sq9oN81RAR/f38YjUZcvXoVNpvNpzQiIiJARCgrK/M5jQEDBmDatGnIzc3F/v37UVpa6tF7AwIC0KdPH4SHh2P8+PF48803UV9f73UeHOn1eoSHhyMwMBBXr171OC/fRzqdDhEREQgMDERBQQEaGhp8SkeNo6CgINTU1PgUS0SEyZMnIzk5GStWrPApH45pOcbkli1b2pWer3nQ6XTw9/dHTEyM1qDOz89HU1MTAMBms/lU5q6Vd955B8uWLUNOTk6nH8toNLarbutIkZGR7YrtjuJYRv71r39hz5497UrPbDb7VG93dwEBAViwYAG+/PJL7N+/3+Pvy2w2AwAKCgrQ2NgIX69dIiIiEBwcDADIycnxOR0hhBCt+sblbZbM3OoGoB+APQBOATgJ4Bnl+XAAOwGcU/4N8yAt7upNp9OxXq9no9HIkZGRbDab2WQyscFg6PBjERHr9XpOTEzku+66i3/2s5/xiy++yBMnTuRevXp5lZbRaOSUlBR+9913+cMPP+TbbruNdTqd13kym828fv16rq6u5suXL/PChQs5ICCg1ff4+flxUlISL1myhA8fPsxZWVlcXV3N06ZN8/m8EREHBATwtGnTeOPGjXzo0CH+wx/+0OXx0N440ul0TrHUGXGkHu+2227jDz/8kA8ePMhTpkzxOS01jg4ePOhzLA0aNIjLy8s5KyuL9Xp9uz5b85h0FY+dWW579erFt912G8+dO5eXLl3KR44c4czMTM7MzOSVK1fykiVLePHixTxhwgSfyty12k6dOsUJCQmdkrZat0VFRXFiYmK76raO3IxGY7tju6M2xzLyj3/8o93lxNt6uydsOp2Op0yZwjU1Nbx48WKPy7NOp+Onn36aFyxYwGazmY1Go8/Hv+2227S0fE1HNtlkk022NrcjrtqCnoybswBYwMxHiSgYwDdEtBPAfwPYzcy/JqKFABYC+IUH6XWZgIAABAcHIzAwEHq9HsOGDcPgwYOxb98+VFRUoKCgQOvdcGSxWLw6jk6nQ0hICFJTUxEREYGXX34ZwcHBMJlMAIDi4mKsX78ea9eu9ehXa5PJhOnTp+P555/H0KFDUVpaii+++AL79u3zKl8GgwEzZszA9OnTERgYCH9/fyQkJCAgIKDVnsthw4ZhzZo1GDlypPYZAODJJ59EVVUV9u7d63WvgtFoRFxcHKZPn47x48cjMDAQVVVVXqVxrTjGUU1NDXr37q3F0scff4yCggJYLJYWv5x7G0eOjEYjJk2ahGnTpoGIkJqaik8++cTrdEwmE9577z0MHToUfn5+iIuL8zqWjEYjxo0bh/LycsybN69dPQSuYrJ5PHpSbn09371798b8+fMxZ84cREVFwWQyISAgQHv96aefhtVqRW1tLaqqqvDll1/6/Fm72qlTp1BZWdmhaTav2370ox8hOTkZ0dHRAP5dt7399tsoKyuD1Wr1Km0i8uo9jtR6cvbs2T7HdkdyLCP19fXtLife1ts9gU6nQ2pqKvz8/LwaaqvT6TBv3jzEx8cDADZv3ozs7Gyfjj9+/Hj813/9F+Lj431ORwghhG/abHgq63UWKP+vJqLTAOIATANwq7LbOgBfoBs1PJOSkvDGG28gISEBwcHBqK+vR1BQEIxGIywWC5qamlBUVOTU8LTZbKiursbq1avx9ddfIysry20DSx0u+OCDDyIhIQEWiwWTJ0+G0WjEm2++iZiYGIwZMwbz5s1Dbm4uhg4diqFDh7Z6IWsymRAbG4u0tDTce++9MBgMOHXqFO6//35cvHjRpwu0oKAg+Pv7IysrC7Nnz8axY8fcpkNEGDx4MA4fPqwNPWxoaEBpaSmio6Nx4403on///iAir/JgMpmwbNkyTJ8+HWFhYQDsQ27z8vK8/jzXwueff67FUV1dHYhIi6UVK1a0iCMAqKys1OIoOzvbadimTqfDuHHjMHbsWGRkZGDnzp0tGl7PP/88nnzySfj7+6OmpgZXr171Ks+OsTRs2DCcOnUK6enpWLFihVexFBgYiLS0NDz99NP45S9/id27d7d7KGPzmKyoqNBe64hym52d3aIRqtfrMXnyZKxcuRLbt2/HCy+8gFOnToGZMXDgQLz55pvo168fbrnlFuTk5KC6urpHXeQbDAacOHECV65c6ZD01Ppt6dKlTnVbdXU1/vrXv+Lee+/V6raxY8diz549qKmpwfLly9v8gUSn0yE8PBwrVqxASkoKVq9ejY8++sjjoeTN68kzZ874FNsdKTAwEG+99ZZWRtrzo5PK03q7JwkPD0dqaiqY2et6xGAwoFevXggJCYG/v7/PedDr9Vpa7UlHCCGED9oaHttsqKwZQC6A3gAqHJ4nx8fN3vMYgCPK1iXdu3q9np999lmurq5mq9XKNpvN481qtfKFCxd427ZtPGXKFLdDcSIjI/lPf/oTV1dXc0NDAxcXF/OuXbt448aNHBsby2lpaXzy5EkeNWoUG41G1ul0bQ4BmzNnDq9fv55ramrYarXy8ePHeezYseo6qV5v6rCmAwcO8Nq1azkyMrLVc5aQkMDr16/XzkNhYSG/9957/JOf/ITz8vK4traWFyxY4PVwx5SUFE5PT+fKykp+/fXX+Y033uCzZ89yWlraNR0GoNPp2GAwtPp59Hp9u+NowYIFTrFkMBh48eLFXFNTw2fPnuU5c+Y4xZnZbObDhw+zzWZji8XC27Zt40GDBnn8uYxGo1MsqXEUExPjVSzp9XqeNm0anz9/nmtqajg5OblDzrm7mOyoctt8CJ1Op+OoqCjeuHEj19fXc9++fbWyqNfreebMmVxcXMyNjY3s5+fXLWLS2/cZDAZeunRph+Vfrd+a121PP/00x8bGOtVtiYmJfObMGW5sbORXX33Vo7wmJCTw6dOn2Wq18qFDh9hsNvsU21ar1afY7shNLScdVUbUOHBXb3sylNhoNPKMGTN4/vz53WaIrtFo5Llz53JhYSEXFRXxjBkzPB4WbTAY+MKFC2yz2TgtLc3nIeUGg4GXLVumpdVZQ9Nlk0022WRzPdTWm0ZnEIBvANyrPK5o9vqV7nKPp06n48mTJ/PRo0e5sLDQ6SKWmV1euDZ/3mKx8K5duzguLs7lMW699Vbtj1d1dTUfPnyYR40axZGRkezn58dLlizhoqIi3rJlC99zzz0e/YE9dOgQV1dXa2m+9NJLbDKZ2nUujEYjm81mjoyMdHthptPpeOLEibxlyxaura1lq9XK586d47lz53JsbCwvWLCAa2pquLGxkZcsWeL1hfHcuXO5oKCAKyoq+IUXXuBf/epXfPLkSV68eHGXFwSdTsd+fn4cHR2tXZjNnz/f7fnR6XQu48jTWLJYLFxaWuoUSwaDgefPn69dOB87dozHjBmjNZauu+46zszMZJvNxg0NDbxkyRKvGhSDBg1yiiVf42jQoEF85MgRtlqtfObMmXY3atTz6y4mO6rclpaWOpVbPz8/TkxM5NOnT/P58+e1e+9MJhMnJCTwli1buKmpiaurqzvtnl1vY3LkyJGtltnmm8Fg4MOHD3vcgGttMxqNWv3WvG4zGAzs5+fnVLfFxMTwpk2buKmpiY8cOdLmOTSZTHzjjTdyVlYW22w2Pn36tMcNgOaxXV1d3e46sr2bWk46oow4lhNXZSQyMpIXLlzo9DghIcHpuEajkdevX88Wi4WtVivPnz//mp4fdTObzXzo0CG2Wq185MgRr35MM5lMnJuby+Xl5Txz5kyOioryKQ8mk4lXrVqlpeVrOrLJJptssrW5+XyPJ4jID8BmAH9l5o+Up4uIqC8zFxBRXwDFnqTVFWw2G7799lts27YNqampuOOOOxAYGAgATvfdWK1Wp2VCiEh7XafToby83OXwr8jISKxatQrx8fGoq6vD1q1bsWPHDpw4cQINDQ3a/SuhoaGYNGkSjh49is8++0wbWqTX61sMmwoICIDZbIbJZILVasWuXbvwl7/8BXV1dV5/fiJCVFQUYmNjkZub2+Y9LNHR0fjpT3+Ke+65BwaDAUVFRXj55ZexceNGAEDfvn3h5+eHpqYmr+/LNBgMmDdvHgDgiy++wOHDh7XH3377rdefrT0GDRqElJQUJCcnIzk5GWPGjNFmNxwxYgSWLVvW4lzZbDanOAoICNBiRo0V9bt0teSMTqeD1Wp1iiWLxYK9e/ciPz8fCQkJ2j21K1euxN/+9jeMGDECoaGhAICKigpkZGS4HWbXPJYCAgIwfvx4p1jyNY5SUlLQr18/2Gy2VvPgCSLCxIkTUVpa6jYmvSm3wL/Pd/Nya7VancqtwWBAcHAwDAYDTp48CZvNBr1ej7i4ONx8881ITk6GTqdDUVFRl86IGhAQgNjYWJcxWVBQgH379rmMSXd69+7d7uVuIiMjcc899+DZZ59FfHw8Nm7c6FS3AYCfn59T3bZ//37k5uaCmbXvqzVBQUHo37+/tm9NTY3LoamexPauXbt8iu2OpJaTvXv3truMREVFITk5GaWlpUhPT2+xT2hoKJ555hn8+tf2Fcx27NiBpKQkjB07FkePHgUALFy4ELNnz0ZNTQ2Cg4PRu3dvn/PUkQwGA0JCQkBE+OKLL1BQUODxe4OCghAUFISrV6/i4sWLXt964JiO2WzW0vI1HSGEED7yoJeSAPwZwGvNnn8VwELl/wsBvNJdejzVrVevXjxo0CBevnw5WywWrVekrq6OL168yG+++SZXVlay1Wrl5mw2G//2t79tMWOjwWDghx9+mC0WCxcXF/O7777LgwcPdvrVPTIykjdu3MgWi8Wpl5CIOCkpiR955BFOSkrSfqVWh2qpPTyFhYV83333+TwrYmRkJL/11lucmZnJTz75ZKvpRERE8EsvvcTFxcXakMVFixZpw7vMZjMfOXKEbTYbZ2Vl8Y033uhVXkwmE587d443b97Mc+bM4eeff56Li4v58OHDXv3i7etGRBwdHc3Jycl85MgRLioq4oaGBq6vr3eKierqan722WddnivHONq5c6fT+9Q4Wr9+vctYUs9b81iKiIjgF154Qev1UYeKPvzww7xt2zZuampim83GZ86c4cTERJefyTGWHOPo7NmzTrHkSxz5+fnxa6+9xo2NjVo8tud7iIyM5Ly8PI9i0pNyu379erflNisry+lcm81mnj9/PldWVvLy5ct50KBBPHPmTN6yZQtfuHCBLRYLFxQU8KJFizo9Hh2/vyVLlriNSavV2mpMNt8MBgNnZma2a+igWrfl5uZq9Vvzuk39Lh3rtr59+/KmTZvYYrFwZmZmmz2eCQkJ/NJLL3FDQ4M2PFc9hqvY9vPzcxvb7Y3L9m6O5aQjyshbb72llRNX33tCQgJbLBYGwNHR0VxXV8c2m43feecdrWe0pqaGL1y4wL/+9a/ZZrPxkiVLruk5UjfHXm5vZrRVP7fVauX09PR2zSaekJDA586d09K6FiMcZJNNNtm+J5vPPZ5jADwI4AQRpSvP/RLArwFsJKKHAeQA+JEHaXWpuro65Ofn47PPPsOCBQu02SuvXr2Ks2fP4siRI5g9e7bb98fHx6NXr16ora3VngsJCcH111+Puro6rF27FmvWrEFxcbHbGQzZYRIFf39/3Hvvvbj11lsRFRWFwsJCXLlyBUajEampqdqkPYWFhTh37pzPvS/9+/fH7bffrvVUtjYZ0IABA/DAAw8gMjISAJCdnY1Vq1Zpn1ntLQKA+vp6t7Nm+vn5ITo6GqWlpdoaa0SExMREREdH49y5c6ioqNAmk/H2F29fmUwmjB49Gqmpqbj++uu1ntvi4mIEBwcjODi4zZk1HeNIr9djzJgxWiypcTRo0CC3MRAYGNgilsrKyvD6669Dp9PhySefRHR0NAYOHIhXX30VvXr1gl6v13oAm08Y4+/vjx/84AdITU3VYun06dNaHPXt29cplnyJowEDBuBnP/sZAOAvf/kLduzY4XUajvr374+4uDjU1dW1GZOelNtBgwa5fX9gYKDTuTYYDNqERmPHjsWkSZPQr18/hIeHAwAuXryIl19+Gdu3b2/XZ/SUGpP33nsvEhISXMZkbW2t15N4tZdat/Xu3Vur37Kystqs20JCQjB8+HCPZiklIoSGhmo9X+Xl5fjXv/6l9aa6iu3CwkLU1ta6jO1z58513AnwgWM56Ygycvvtt2vlxN33r84G/OMf/xhGoxGAvSdUXa8XAH7+858jNTW1XfnpSAaDAePHj0dMTAwA+2gXb+olnU4Hm82GPXv2oKioyOfJm3Q6nVNaHTEJlBBCCM95Mqvtl7D3eroysWOz07GYGQ0NDcjKykJ9fT2MRiOICBaLBX5+fnj88ccRFBSkDdVr7UJPna7fbDbjjjvuwNatW/HOO++gqKioxb4hISEoKioCM6OiokL7Izt06FA899xzCAwMxPXXX4+SkhJkZGRg2LBheOihhwDYhxEeO3YMADB48GCndC0WC2pqalBeXu62oRQQEIApU6YgNjYWly9fxt69e93+cTUYDLjtttsQFxcHwN6wXL9+vVND22KxID8/H/Hx8fjggw9QXl7uMq3g4GBMnDgR+/btQ2FhIerr6+Hv74/U1FT4+/sjODgYSUlJGDZsGK5cuYLCwkKXS9l0JLPZjLlz5+LBBx9ETEwMampqsH//fhw4cAAHDx7EI488gokTJ8Jms2HVqlXYunWry/PqGEeZmZlOsaTGUWxsrMexpLp69SrWrl2LoqIiLF++HDExMdoFJDPDYrEgIyPDadZXABgyZAjS0tKQkJCgxdLu3bu1OFKHMKqx1DyOAPv3mpeX5zaOQkJCoNPpwMyorKx0+q68XQZDjUnAvvh7azEJeFZuY2NjPT7XlZWVWgN+7Nix2hDd4uJinDhxAmvWrMFnn33WJbPYOsbkwIEDUVZW5jImV69eDYvF4jYmXfHz80NISEiL54YPH47jx4+7bUA2r9v8/f2xefNmvPPOOy3eox7DsW5jZo+XxoiIiMC8efMwbtw4EBG++uorfPXVV1ojxFVsl5SUwGKxuIxtAEhISHA6hlpPlpSUeJSn9nAsJ83rM2/KiWO9DUBbMqi5ixcvoqSkRJs1fcWKFZg1axZuuOEGBAQEYNWqVUhJScH58+e7VcNTjTE/Pz8A9qV/vP1BjJlx9erVDmksqmkJIYToYh4Mjw0AcAjAcQAnASxVnh8I4GsA5wF8CMC/uw21VbfY2FguLy9nq9XKTU1NvHbtWr7rrrt46tSpvGnTJs7Pz9cmKnEcsrdp0yaOiopymgzGZrNxbW2t2xliDQaDNpzIYrFoaQD2oVGHDh3ioqIibSilt1tTUxN//fXXLicRSU5O5mPHjmlD0doaFqvOLOkqr64+V2tpqbNglpeXc0FBAW/evJlff/11Li0tZWbmpqYmrqqq4iVLlnCvXr06dQZKIuKUlBQ+fvy402ynZrOZTSYTT58+nXft2sUWi4WZmRsbGzkwMNCjOJo7d65TLKlx9NRTT7mMJZvNxkVFRa2eW8A+JHnq1KlaXGRlZfGoUaNcDreLjo7mt956y20sqcdta3MXRzqdjgsLC7m4uJjnzp3LRqORjUYj33fffbxx40Zuampiq9XKly9fbnNyDseY9Haodmvl9qmnnnJbbouKilrkS6/Xc1hYGK9atYqbmpr4vffe46SkJO7Tp4/PQ9rbG5MLFixwG5OvvvqqRzHpWD7Voa+AfXjxn//8Z87MzORPPvmEZ86c6fa9zeu2d99912X9ZjAYePr06ZyVleVUXyQkJGiTYbU11PaRRx7h4uJibahu85l4Oyq2m5qaOmSiJXebTqfjGTNmtCgnahk5f/68Vk68KSOe3NKwcuVKzsjI4KamJo6OjuZXX32VbTYb5+XlcVFRkbbf4sWLtb9jXRHjbZ2roqIi7W+Nt5P6JCYmcmNjIy9btqxdw2MTExP5woULWlrX6pzIJptssn0PNp+H2jYAuJ2ZryqTDH1JRP8A8HMAq5j5AyJ6E8DDAP7gQXrXnNqDcujQITz66KNu1/Iym83asLf4+Hjt19qzZ8+irKysxf46nQ4TJkzQ1rpsaGjAgQMHtKGSJSUlmD17NkaOHKktxO7v7+/0SzAzo6ysrMXwytDQUISFhWkLujefRMRgMOA///M/kZiYqA0lcpVHV3kG7BO7nDx5skXvmqqtX5nLysqwYsUK+Pn54eabb8bkyZNBRDAYDLDZbMjOzsbBgwexbt06px7VzhAREYFnn30WiYmJKC8vx69+9St8+eWXqKurw6xZs7Bo0SL0799fm/AnMjIS999/P/bt24eCgoIWPRetfXY1jnJzc3HnnXe6jCV1Qovg4GC3vTBNTU0YPHgw9Ho9mBmlpaUoLS112VtSUlKCX/7yl+jdu7cWS6NGjXKKI6DtWHIVR4B9UpewsDBcvHgRX3/9NUJCQjBp0iT85je/QUREBC5duoTY2FhEREQgJCTE7WdqHpOlpaUexaQ7juU2NzcXL730ksv9goKCtHPt5+eH6667DkOGDEFKSgpSU1Oh1+tx9913IykpCVlZWfjrX//a6T2ermLy/fffR3BwsMuYvPfee3Hy5EmXMekqHm02G65cuYKMjAyYTCasXLkSZrMZ48ePR2hoKP7yl79g69atLt/bvG577bXXWnxPat02b9489O/f36luCwkJabP3iogQHR2N5cuXIyIiQqt3kpKSEBYWhuJi+9x0rmI7OTkZAwcO9Cq2dTpduydaao1er0dycrJTOZk9e7ZWRiwWi1ZOvCkjNputzXJSXV2NpKQkZGdno7i4GBs2bMAzzzyD+Ph4fPPNN9p+27dvx+LFi3H33Xdj+PDhyMjI6PDz4Amj0YhbbrlFW8O5rq7O5/VmiajDhqB39VB2IYQQng21ZQDqmBQ/ZWMAtwP4L+X5dQDS0E0bnr169UJgYKA2NK+oqAiFhYUoKytDQkKC21n/+vXrh5EjR6KxsRFTp06FwWBAfX09tmzZ4nLYWmRkJH76059qQ6/OnTuHnTt3ahd7zIysrCzk5ORg7969iIiIQL9+/bB27VqYzWbYbDaUl5dj0aJF2Ldvn9PsncOGDcMtt9yCgQMHIjAwsMUFZHh4OEaPHg2j0QhmRnZ2tkf3UHbULJ7MjMuXL2PHjh2wWCzo3bu3dr9RQ0MDDh48iE8//RSFhYUdcrzWhIaG4uabb4bRaERtbS1SUlLQv39/DB8+HGPHjkVoaCj27duHt99+GyUlJXjmmWfwyiuvIDc3F1988QWqq6u1tKqqqrBmzRo0NTWhV69eGDBggFMsqXEUFBTkNpaMRiP69euHlJQUZGdnuzzn6lA0wN6I//3vf+/2+3NsmKqxlJqaqsURAKdY2rNnj/Zex1hKSkpy2RAZMGAAdDod0tPTER8fj1/84heYNGkSgoODkZOTg6eeegpvvPGGll93msfk6tWrvbqvt7VyGxQU5LbcGo1G7VzHxcXhd7/7Ha677jpERkZqs1VnZ2cjIiICd955J5KTkxEaGort27ejtLTU4/x5w1VM9uvXT5uRtHlMfvrppy5jsqqqCp9//jnOnj3r1Bi12WyorKzE6dOnceedd8JoNGL58uUoKipqdWZTnU7Xom7LzMxsUb+pdduECROg0+mc6rbKykqcPHkSQ4YMgZ+fH/z8/FrEVXR0NF5++WWEhYXh8uXLCAgIQHh4OMaMGYMxY8Zg27ZtsNlsLmM7IiICO3bscBnbrdWTnXn/3oABAzBy5EincvKb3/xGKyP79+/Hxo0b8cYbb7Sajqt629NyojZOT5w4gYsXL2LIkCFYsWKF9npGRgYyMjIwcuRI3HfffcjIyNDqmYiICNx9993Q6XSoqqrCqlWr2ndCWtG3b1/cdttt2o+Q//znP73+btQ6MygoCAaDwefbNGw2m1NaQgghupany6noYV/DMwHA7wFcgH0dT/WvxyUALq9CiegxAI+1P6u+0+v12q+b6iQeVVVV2r1Jrn75JCKtpyo3N1e7cLt8+TI++eQTp30DAgLQu3dvTJ06FePHjwdgXyLgo48+wtmzZ1ukbbVaUVZWpt1j0tjYCMD+R/Hq1as4duyY06Qe6iQcOTk5GDBgAPr06eO0rIler8e4ceMwduxY6HQ67d4wV0vBOHK8YNTpdBg+fDhCQ0N9vjeqrq4OH330EXbv3o3t27fj8ccfx4QJE7Bz504sXboU+fn5XXIfncViwdWrV8HMCAoKwuTJk9HU1ITQ0FCEhoairKwMX375Jfbv34/6+nocPnwYkyZNwvXXX4/w8HDtosZms6GiogJ//OMf0dTUBL1e3yKW1DgC4DKWiAg6nU6LJbVXo7mYmBjceuutAIArV67g4MGDbX5/wL9jKS8vT4sjNe9qLDkux+EYSzfffHOL5XEMBgPef/99LaamTp0KPz8/fPHFF1iwYAHOnTuHJ554AtHR0W7vGQR8j8nmabgrt+pnaU493+q5BuyTDanLqeTk5GDJkiUoLi6GyWTC4MGDMW7cOKSlpSEkJAS/+93vPM6fN7yNybKyMkRERLSIyfLyctTX1yM3N7fFxXdcXBzmzZuH22+/HQsXLvR4sqTmdZtjGW1et6m9iI51W0VFBU6cOIEpU6agT58+SExMREZGBpgZJpMJMTExePjhhzFt2jScOXMGaWlp6NOnD5YtW4bw8HDccsst2LVrl9MPPoBzPekutlurJ71d+slTahm58cYbQURaOfnqq6+0MtLQ0ID58+cjOjq61bRclZG2yonac6lOZmS1WnH8+HEMGTIEJ06c0PazWCzYsGEDUlJS8PjjjwMAZs+ejfj4eBARqqurUVFRAavV2mkNT6PRiHHjxqF///4A7N+dq2Vi2lJZWYnq6mrccccdeO+993D27FmfltFR7/cODw/HHXfcAZPJdM2X4xFCiO8TjxqezGwFkEpEoQC2ABjq6QGY+S0AbwGAcl9fl1Enwhg3bpx2EVpQUIA9e/a0+EXZ1UWsn58fevfurV0AW61WHD16FHl5edo+kZGRePTRR3HDDTdg/PjxiIqKQn19PbZu3Yo///nPbhtaNpsNDQ0NKCsrQ0ZGhjYBTFNTE6qrq1tcVJaUlKCkpATp6ektJqwIDw/HrFmznHoYL1261Ob5uXLlCg4cOIBJkybBZDIhNTUVAwYMaNekHA0NDSguLsbHH38Ms9mMH/zgB0hPT0dOTk6nTyakKigowOrVq5GWlqbNpgrYP+/x48exZs0ap96ttWvXIiUlBSNGjGgx9DgjIwM2mw2RkZEYN24cUlNTnWLJVc9Ea7HkTnh4uDbLKgCv1gNUh1WrcaROnqPGUvPeBTWWjh8/7nQcIoLZbIbZbAYRoW/fvmhoaNAm4FEveNUemrKyMrezHLuKSU8bne0tt8C/G1MFBQX43//9X4waNQqPPvootmzZgvfff9/px4K9e/diw4YNGD9+fKc1PF3FpDpBj6uYfOqppzBr1qwWMfmPf/wD2dnZLs+lyWTCE088gS1btmDHjh1OP3D06tULQUFBLYbSq0MXXdVtADB//nynug2wT0LmWLc5vnfgwIF47rnnsHr1alRXV2P06NGYOHEipk+fDpPJhPnz52PXrl2Ii4tDeXk5IiMjMXPmTADAhg0bkJubi7KyMu37UetJd7HdWj3ZGWuyNi8jjuXEsYzo9XqtnLgrIwBc1tttlRN1UiX189lsNjz//POIj49vUe+vWbMGQUFBeP755/HCCy/g4sWL2hDc8vJyn4e8ekr9MUT9jE1NTW5v52hNRUUFrly5gsTERNx11124evUqLly44FM6J06cwIgRI5CYmIjY2Fif0hFCCOEbr26CYeYKItoDYDSAUCIyKL2e8QDyOyOD7dG7d2+MGDEC99xzjzb8tby8HBUVFR43gsLCwjBz5kyEhYWhvLwcGzdu1GZ2jYyMxPTp0/H0008jIiJC6w3YvHkz0tLSkJOT02ra6pCxDz/8EOPHj0dkZCTCwsIwevRo5OXlubwX0tXFlDokWK/Xo6GhAVu3bsWWLVva/GwWi0W7mB80aBDi4uKwaNEizJo1y6mHwR31XsDQ0FCcP3/e6bXGxkbs2bMHTzzxBAIDA9s1PMpbDQ0N2Lx5M6qqqnDDDTdojZOMjAwcP34c+fn5Thd3paWlmDdvXosZQSsrK1FRUeEUR2pDQI2ljvhM6uzC6lIDVVVVXg9Fc4yj6Oho6HQ6LZYyMzNdvqd54zYqKgqLFi1CREQEmBk1NTXYunUrVq5ciTNnzgCwX3iPHTsWRIScnBy3F66uYtLTz9QR5VbV2NiIr7/+GlVVVZg1axaqq6udPrfNZkN1dTVsNhsGDBjgVdrecBWTzIwTJ064jMmtW7di3759LWIyJycHVqu1RT2gNsiICAcOHGjx3TY2Nrr8ESwsLMxl3QbY67fmdZs6qsGxblN/pDlx4gQGDBiAW265BcXFxbh69SpSU1ORlJSk9SypPfkNDQ1a73WfPn0wY8YMAMC+ffvw+eefO50Lm83mNra9qSc7gmMZAeBUTj799FMA9u9g4MCBWjlprXHnqt5uq5xcunQJVqvVqUc3Ozsb48aNa/G9NzQ0YPny5Vi3bp3W4+8qfjpDQEAAxo8frzXSAeDcuXPYvXu312kxM6qrq+Hn56fN/u0LZkZVVZWWlq/pCCGE8JEHM9FGAQhV/m8CsB/AZAB/AzBbef5NAE90t1ltR44cya+88grX19dzXV0dX7hwgX/84x+z0WhkwD6TaFZWFjc2NraYiVRdsP61117jdevWcV1dHWdlZfFNN93Eer2eExISOC0tjQsKCrTZCG02m7boujeztkZHR/OmTZu0heMvXLjAaWlpPHLkyDZn/wsICOAlS5ZwbW0t22w2Pn/+PI8aNcrj46uz0aqzWjY2NvJzzz3HycnJbDKZ2GAwOG0mk4nNZjOnpqbyzJkz+b333uOMjAyXsyZed911nJmZyZs3b+bo6OhWZ1bU6/Ws0+k69PvX6XROefc1fcc4UuNCjSU1jkaOHNkiltSYsFqtXFdX53bR9KioKN60aRNbLBaura3lJUuWcEBAgNf5VOPIYrE4xZIaR62laTabef369dqC9MeOHeOEhAStrAD/npnVMc68icmOLLcjR450W26tVqvTuTaZTHzjjTfyiRMneP78+W7jNDMzs0PjrzNj0lW6avm97rrrnF5TZ511FXsREREt6jaj0ajVb83rtnfffZcHDx7cIh29Xs9Tp07lo0ePajPWNjY2clNTEzc1NXFhYSEvX75cq5eMRiPPmTOHz507p+1XU1PDn3/+OcfFxXkc22lpaW3GdkdujmWkqampRTlRy8ixY8e02HeXVkBAgM/19owZM5zKZnfcpkyZwmfPntViqD11GwBeunQpNzQ0cHp6Oj/33HM+z26bkpKipdWedGSTTTbZZGt1czmrrScNz2QAxwBkAPgWwEvK84NgX2blPOyNUGN3angaDAZ+8cUX+eTJk2yz2fjQoUO8YMECpz8y4eHhvHHjRk5PT+eamhrtYqmmpoYvXLjA9913H0dGRrLJZOKVK1dqF0jFxcXaH1Or1cqFhYV87Ngxnjt3rttlVlrbdDodT5kyhWtra52WD2hsbOTCwkJ+9dVXecqUKS4vNByXQiguLub777/f66nziYjNZjMvX76cCwsLnZYkUM+J46Z+7pqaGt6/fz+PGTPGZboBAQH80ksvscVi4eLiYs7KytIu8NXt1KlTfPLkSf7qq6940qRJHd747IjNMY6sVmuLWAoPD+cJEya0iCU1jtLS0rRYcpW+2vBRlz7wdqmB5nF09OhRp1hS4yg9Pd1lLEVERPC5c+e0RrW6JEfzGElLS+Pa2lpOS0vjXr16uS137YlJT8vthAkT3JbbtLQ0p3OdkJDAixcv5u3bt2uNGr1ezykpKbxo0SLOz8/ns2fP8pw5c655rPm6GQwGrfFdW1vLr776Ks+YMYMTEhL40Ucf5QULFrh9b/O6raSkRKvfvK3b1LokISGBExIS2Gw2a0tSuYvZgIAADg0NbbUh7i621Ty6i+2O3CIiIpzKSPPlWhzLiM1m86ictKfe7u7b4cOHnX6E83Y5peZbTEwMb926lcvLy3nv3r08ffp0n75rvV6vpdWedGSTTTbZZGt18205FWbOAHCDi+ezANzU1vuvFZvNhuPHj6Nfv34AgFWrVuHAgQNOw5jKy8vx5JNPok+fPpg4cSJCQkIQGBgIf39/HDx4UFu83WAwID8/HyUlJQgLC0N4eDiICPX19cjMzMRrr72G9PR0nDlzxqvJUxzz+vnnn+OVV15BSkqKNumBwWBAdHQ0nn76aYwdOxYnTpxAXl6e03Cq3r17Oy3FYrFYWp30xRV1NsXXX39dW84gLCxMm0xHpQ7RKikpQV5eHj755BNs3rzZ7VBO9V6wGTNmIDExESEhIdqQK/X+tr179+LkyZPabJpdMQTMW45xVFNT0yKWysvLsX//fpw+fVqLpdjYWC2Otm3bhoaGBpf3bep0Olx//fUIDQ0FMzstv+MtNY5ycnJw7733arEUGBiI6OhoREVF4frrr9diSZ10SJ1Ii5lx5swZ/N///V+LtCMiIvDAAw/AaDRi06ZNrS6J056Y9LTc7t+/Hw899JDLcrtt2zaX+UtOTsakSZOwf/9+jBgxAg888ABGjBiBmpoaLF26FFu3bvUoj90ZESEgIADPPPMMHnroIVRUVCAsLAw//OEP3b6ned2m3lNaX1+PX/ziF17Vbczc4j5Dx5lEm7PZbKivr0dDQ0OrMeIutk0mk8vYbl5PdgR1eLRaRtTJ4VSOZaS4uNijcgL4Xm93d46fD7DP7HzDDTcgPT3dp++mrKwMe/fuxejRo/Ef//EfeOmll1BaWopLly45TaDWFnXSqr1792LFihVO6Vy6dKlTZ0MWQojvO4/v8VRmtj0CIJ+ZJxPRQAAfAIiAfcbbB5m57RsDu4jNZtNm+MvLy8OBAwdcLuVRVlaGqqoqVFVVwWg0wmQyITQ0FNnZ2dofR4vFgs2bNyM7OxsJCQm4+eabMWDAAPz973/XGkyNjY3tunBoaGjAK6+8ot3vNHr0aAwfPlybBTUjI0ObFbP552xqatIacp7cm+lOcXEx3njjDeTl5SE5ORkjRozQ8gAAn3zyiTYr4PHjx3H58uU2Z6ktLCzEli1bMGXKFAQFBbWYvGfDhg24cOECzp4961OjvSs4xlFNTY3LWFIn+FFjSZ2tNDs7G3V1da3GRlNTEy5evIicnBxs3ry5XRc+6kQs58+f12LpkUcecTrvaiyprly5gk8++QTJyclYvXp1iwtqwH7RGBcXh9raWrc/NKjaE5OellubzYazZ8+6LLfNZ6msqKhAeno68vPzMXfuXEybNk37fkpLS/Haa69h69atPX52y/r6ehQUFKBPnz4ICAhAVFQUoqKiwMzIzc11+77mddvw4cNx9epV/P3vf8cHH3zgdd3mS/x6kr6r2B49ejRGjBgBAK3Wkx3hypUrOHz4sEdl5O233/a4nLS33u6uHO/JvnLlCnbs2IFdu3b5/IOAxWLB+vXrkZubi4EDByIgIACDBw9GeHi4Vw1Px7T0er1TOmVlZS1mVxZCCNFxyNM/0ET0cwCjAPRWGp4bAXzEzB8Q0ZsAjjNzq+t4dvWstoC9R0mdqt5T6i/b7tIKCwtDYGAgCgsLO2V5EIPBgLCwMKeJRSoqKpxme1RNmDBBW8IlPT0dO3fubHeedDod9Ho9QkNDnfKQn5+PpqamVnswXAkICECfPn1aLOheWVmJsrKybtnL2Zz63QOeX1i7i6PmjEYj+vbtC8A+eUxHXjQbDAZt/UOVq1hSl4Jxd1Ho5+eHe+65B01NTa0u06HT6TBu3Lh2x2RHllsigr+/P/r27dsiBi0WCwoKCrrtjx6e0ul0mDVrFj7++GMMHjwYL774IkaMGIGTJ0/iq6++anO5DMe6LSQkBBaLpdPqt47iTT3ZUfR6vUdlZPfu3a2eO8dy0lH1dnczZcoUpKamAgC+/fZbfPXVVygpKWnXd6PX6xEeHq5NWGexWGCxWDyaxd1VWv369XNKp7CwUHo8hRCiY3zDzKOaP+lRw5OI4gGsA7ACwM8BTAFQAqAPM1uIaDSANGa+q410vltjiboBxwaRtw1CIbzhGGdt7Scx2fX8/f21nrOoqCiEhISgsrISV65ckYvpLuJpGVH3VUe0fBfLiNQDQgjxveay4enpUNvXADwPIFh5HAGgQllKBQAuAYhz9UYiegzAY15lVXhM/qCLruJpnElMXhuOwzXV9SxF1/Im7r/r5eS7/vmEEEJ4T9fWDkQ0GUAxM3/jywGY+S1mHuWq1SuEEEIIIYQQ4rvPkx7PMQCmEtHdAAIA9AawGkAoERmUXs94APmdl00hhBBCCCGEED1Vmz2ezPwCM8czsxnAbAD/ZOYfA9gDYKay21wA2zotl0IIIYQQQggheqw2G56t+AWAnxPRedjv+XynY7IkhBBCCCGEEOK7xKPJhYgoG0A1ACsAdUKhCgCVAMIAhALoBaBnr0kghBBCCCGEEKLDedPjeRszpzpMErQQwG5mHgJgt/JYCCGEEEIIIYRw0p6httNgX9sTyr/T250bIYQQQgghhBDfOZ42PBnA50T0jbIuJwDEMHOB8v9CADEdnjshhBBCCCGEED2eR/d4AhjLzPlEFA1gJxGdcXyRmZmI2NUblYbqY65eE0IIIYQQQgjx3edRjycz5yv/FgPYAuAmAEVE1BcAlH+L3bz3LWYe5XBvqBBCCCGEEEKI75E2G55EFEhEwer/AdwJ4FsAH8O+ficg63gKIYQQQgghhHDDk6G2MQC2EJG6//vM/CkRHQawkYgeBpAD4Eedl00hhBBCCCGEED0VMbu8NbNzDkZUDSCzyw4oRMeJBFB6rTMhhJckbkVPJHEreiqJXdETdUbcDmDmqOZPejq5UEfJlHs9RU9EREckdkVPI3EreiKJW9FTSeyKnqgr47Y963gKIYQQQgghhBBtkoanEEIIIYQQQohO1dUNz7e6+HhCdBSJXdETSdyKnkjiVvRUEruiJ+qyuO3SyYWEEEIIIYQQQnz/yFBbIYQQQgghhBCdShqeQgghhBBCCCE6lTQ8hRBCCCGEEEJ0Kml4CiGEEEIIIYToVNLwFEIIIYQQQgjRqf4/939AUvqucuMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA54AAABjCAYAAADza9+9AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Il7ecAAAACXBIWXMAAAsTAAALEwEAmpwYAABMa0lEQVR4nO2deXxU9bn/P8/MJDMhJGQnEUImC4pAiCBVlNUKV1S26K1CxeL96aWXqkWvK27ggtf1WntbbW0VES2KSgChqKhVUBBEIIQACSEQkpCFkEw2QpKZeX5/zDnHM5OZZJJMwuLzfr3OK5mzfs95tu/+JWaGIAiCIAiCIAiCIPQUhjOdAEEQBEEQBEEQBOH8RgqegiAIgiAIgiAIQo8iBU9BEARBEARBEAShR5GCpyAIgiAIgiAIgtCjSMFTEARBEARBEARB6FGk4CkIgiAIgiAIgiD0KFLwFARBEM4ZiOhtInqmneMNRJTSm2k6UxDReCLK8+O8W4jo895IU0cQUS4RTTrT6RAEQRB6Hyl4CoIg9BBENI6IthJRLRFVE9F3RPSLM52u8xlm7svMhYG4FxExEaUF4l6BwDM9zLyFmS/q6Dpmfo+Z/y1AaThKRJO7ej0zD2PmrwORlrMR5fs0KRUg6vanM50uQRCEswHTmU6AIAjC+QQR9WfmCiIKB7AewAIAqwAEAxgPoFk5LwyAnZmbzlhiAwARmZjZfqbTcT4j37hn6e73VW1et2s6M3/h5bzzwuYFQRC6irR4CoIgdBMiiiCiBUS0A8Dbyu4LAYCZVzKzg5mbmPlzZt6rHB8O4DgR/ZWIxnRw//9HRAeIqIaIPiOiJN0xJqL/IqJDRGQjoj8TEemO/6dybT0R7SeiUcr+i4noa+WaXCKaobvmayK6Q/f7NiL61uOZdxLRIQCHlH2vElExEdUR0Y9ENF53fggRLVfSf4CIHiSiEt3xC4joYyI6QURHiOj3HXzySCLaoLzTdiJK9UhbmvL/20T0GhFtVFqeviOieCL6g5KWg0Q00sc336z8m61ce7PuexYoLdjriOgCH9dblbTMJ6LjRFRGRPfrjl9GRNuU719GRH8iomBf39hbeohoksd3TCSi1cp3PKm2tPmQ3++JqJCIqojoRSIyKMdSiegr5foqInqPiCKUYysADALwiZKGB5X9Y8jVsm8jomxqpyst6VpMiWgJEa0ioncUWeYS0eh2rmUi+p2i6/VE9LSS3q2K3q3y+IY+ZeVDh6cR0R7lPbYS0Yh20uLN5jvCb5sXBEE4L2Fm2WSTTTbZOrnBVXH3bwBWAqgFkAVgJoAg5Xg4gJMAlgO4FkCkl3skA1gCoBDAAQAPAkjwOGcmgAIAF8PVS+UxAFt1xxmultUIuAoFJwBMVY79CkApgF8AIABpAJIABCn3fASulthfAqgHcJFy3dcA7tA94zYA33o8cxOAKAAhyr65AKKVNN4HoByARTn2HIBvAEQCGAhgL4AS3Xf8EcATSlpSlO9xjY/v/rbyXS9TnvUegPc90pamO7cKwKUALAC+AnAEwG8AGAE8A+Bf7chYu5fy+5fK/UYBMAP4PwCbfVxrVa5fCSAUQLoim8nK8UsBjFHewarI/54OvrFneibpvqMRQDaAV5TnWQCMa0d+/1LuPQhAvipvRUemKO8XC2AzgD/orj2qvoPye4Aij+sUWU5Rfsf6+C7a9XDp/mnlWiOA/wHwfQfyWAuXbQ2Dq/fAl4rO9AOwH8A8f2Tl+X0BjARQCeByJS3zlLSa/bV5b9+nKzYvm2yyyXa+bmc8AbLJJpts59oG4C4AxwDsAvB7ADE+zrsYrsJPCQA7gHUA+ns5jwBMBPAWgBq4CpKDlGMbAdyuO9cA4BSAJOU3qwUM5fcqAA8r/38GYKGX542Hq2Bo0O1bCWCJ8v/X6Ljg+csOvlENgAzlf7eCJIA78FOB6XIAxzyuXQRgmY/7vg3g77rf1wE46JE2fcHzb7pjdwM4oPudDsDWzjt4FvTeBPCC7ndfAK0ArF6utSrXD9HtewHAmz6edQ+ArPa+sZf0TNJ9xyvgKtiavNzbm/ym6n7/DsCXPtI1C8Bu3e+jcC94PgRghcc1n0EpAHq5n3Y9XAWwL3THhgJo6kAeY3W/fwTwkO73y1AKyR3JyvP7AngdwNMez8sDMFH531+bPwqgAYBNt/2nl/N82rxssskm2/m6SVdbQRCEzpMMV+vdHrhamU56O4mZDzDzbcw8EK5udhcA+IOX8xiu1ppsuAqpw+BqtQJcLZSvKt3/bACq4cq0DtDdolz3/ym4MtkAkAjgsJekXQCgmJmdun1FHvfsiGL9DyK6X+lGW6uksx+AGP3zfFybBOAC9f2Uax8B0L+dZ/t6X2/ox941efnd3rWeXADXdwIAMHMDXLJv77vp37VIuQeI6EIiWk9E5URUB+BZ/PS9vF3bEYkAitj/sYq+0tWfiN4nolIlXe96SZeeJAC/8pDfOAAJfqbDU5YWImpv/gl/5emPrDz18D6P90hU7gP4afMKs5g5Qrf9zfOEDmxeEAThvEQKnoIgCJ2Eme8DkApgH1xd+I4o480Gt3PNQbha4Iar+4jITET/TkSfwDXO7FK4WlNSmPmAcloxgN96ZGRDmHmrH0ktVtLpyXEAieq4PoVBcHXLBYBGAH10x+K9vZLuPcbD1WXwJri6FEfA1RVRHWtaBlcXW5VEjzQe8Xi/MGa+rqOXOwMch6uAAgAgolC4uheX+rzC/V0HKfcAXC1sBwEMZuZwuArb5HEtw3+KAQzqoNDmT7qeVZ6brqRrrke6PNNUDFeLp15+ocz8XCfS3hP4Iyv9uxQDWOrxHn2YeSXQNZv3hp82LwiCcF4iBU9BEIQuwMyVzPy/zDwCwI1wjbHcRkRvAQARDSGi+4hooPI7EcAcAN8rv0fAVSBbCGANgERm/g0z/0tpDVH5C4BFRDRMua4fEf3Kz2T+HcD9RHQpuUgj18RE2+FqXXqQiIKUyWCmA3hfuW4PgBuIqA+5Juq5vYPnhMHVlfgEABMRPQHXODyVVco7RBLRALi6LarsAFBPRA+RaxIiIxENp7Nj2ZkKuMYPqqwE8B9EdAkRmeEqpG1n5qPt3ONx5TsOA/AfAD5Q9ocBqAPQQERD4Jr9uLPp0bMDLn16johCichCRGPbudcDijwS4dJBfboaANQqsnqggzS8C2A6EV2jyM5CrkmPBuLM0llZ/Q3AfxHR5YqthBLR9eSaiRZAxzbfEZ2weUEQhPMSKXgKgiB0E2b+kZnvhqtb3l+U3fVwjV/cTkSNcBU498E18Q7gmsjkMmYez8xvMnO9j3tnAXgewPtK18d9cE1W5E+6PgSwFMA/lPSsARDFzC1wFTSvhWsCltcA/EZplQVcE9S0wFXIWA7XBD7t8RmAT+GapKYIrglj9N0Yn4KrO+ERAF8A+AjKsjLM7AAwDcAlyvEquArM/fx5xx5mCYDlStfLm9i1RMbjAD6GqwCRCmB2B/f4Bq6JnL4E8BIzf67svx/Ar+GSy9/wU8HP7/ToDyjfcTpckwMdg+t739zOvdbCNUZyD4ANcI2JBIAn4ZqQp1bZv9rjuv8B8JiShvuZuRiuCXYegavioRiuwuoZzV90VlbMvBPAfwL4E1xjLgvgGhvr63xvNq+izvqrblnKfr9sXhAE4XyFpJJNEARB6E2IaAGA2cw88UynpacgIitcBemgToy77BWIiOHq4ltwptMiCIIg/HyQFk9BEAShRyGiBCIaS0QGIroIrlbfrI6uEwRBEATh/MHfSQgEQRAEoasEA/grXDOD2uAaS/ramUyQIAiCIAi9i3S1FQRBEARBEARBEHoU6WorCIIgCIIgCIIg9ChS8BQEQRAEQRAEQRB6lF4reBLRVCLKI6ICInq4t54rCB1BRIlE9C8i2k9EuUS0UNkfRUSbiOiQ8jdS2U9E9EdFl/cS0agz+wbCzxll7cTdRLRe+Z1MRNsV/fyAiIKV/Wbld4Fy3HpGEy78rCGiCCL6iIgOEtEBIrpCfK5wtkNE9yr5hH1EtFJZt1Z8rnDWQURvEVElEe3T7eu0jyWiecr5h4hoXnfT1SsFTyIyAvgzXGvGDQUwh4iG9sazBcEP7ADuY+ahAMYAuFPRz4cBfMnMg+Fag0+tMLkWwGBlmw/g9d5PsiBoLARwQPf7eQCvMHMaXOsR3q7svx1AjbL/FeU8QThTvArgU2YeAiADLh0WnyuctRDRAAC/BzCamYcDMMK1Nqz4XOFs5G0AUz32dcrHElEUgMVwrUl+GYDFamG1q/RWi+dlAAqYuVBZuPx9uBacFoQzDjOXMfMu5f96uDJAA+DS0eXKacsBzFL+nwngHXbxPYAIIkro3VQLAkBEAwFcD+Dvym8C8EsAHymneOqtqs8fAbhaOV8QehUi6gdgAoA3AYCZW5jZBvG5wtmPCUAIEZkA9AFQBvG5wlkIM28GUO2xu7M+9hoAm5i5mplrAGxC28Jsp+itgucAAMW63yXKPkE4q1C6wowEsB1Af2YuUw6VA+iv/C/6LJwt/AHAgwCcyu9oADZmtiu/9bqp6a1yvFY5XxB6m2QAJwAsU7qJ/52IQiE+VziLYeZSAC8BOAZXgbMWwI8QnyucO3TWxwbc98rkQoKgQER9AXwM4B5mrtMfY9e6Q7L2kHDWQETTAFQy849nOi2C0ElMAEYBeJ2ZRwJoxE9dvgCIzxXOPpQuhjPhqji5AEAoutn6IwhnijPlY3ur4FkKIFH3e6CyTxDOCogoCK5C53vMvFrZXaF251L+Vir7RZ+Fs4GxAGYQ0VG4hi/8Eq5xcxFKNzDAXTc1vVWO9wNwsjcTLAgKJQBKmHm78vsjuAqi4nOFs5nJAI4w8wlmbgWwGi4/LD5XOFforI8NuO/trYLnDwAGKzN/BcM1GHtdLz1bENpFGXPxJoADzPy/ukPrAKgzeM0DsFa3/zfKLGBjANTqui4IQq/AzIuYeSAzW+HyqV8x8y0A/gXg35XTPPVW1ed/V86XFiWh12HmcgDFRHSRsutqAPshPlc4uzkGYAwR9VHyDareis8VzhU662M/A/BvRBSptPj/m7Kvy1Bv2QARXQfXeCQjgLeYeWmvPFgQOoCIxgHYAiAHP42VewSucZ6rAAwCUATgJmauVgLOn+DqYnMKwH8w885eT7ggKBDRJAD3M/M0IkqBqwU0CsBuAHOZuZmILABWwDWGuRrAbGYuPENJFn7mENElcE2KFQygEMB/wFUZLj5XOGshoicB3AzXbPi7AdwB15g38bnCWQURrQQwCUAMgAq4Zqddg076WCL6f3DliQFgKTMv61a6pPJFEARBEARBEARB6ElkciFBEARBEARBEAShR5GCpyAIgiAIgiAIgtCjSMFTEARBEARBEARB6FGk4CkIgiAIgiAIgiD0KL1a8CSi+b35PEEIFKK7wrmI6K1wLiJ6K5yriO4K5yK9qbfdKngS0VQiyiOiAiJ62I9LxCCFcxXRXeFcRPRWOBcRvRXOVUR3hXORs7/gSURGAH8GcC2AoQDmENHQQCVMEARBEARBEARBOD8wdePaywAUqIvhEtH7AGYC2N/ONZcSkSwcKpyTiO4K5yKit8K5iOitcK4iuiuci/SA3lYxc6znzu50tR0AoFj3u0TZ5wYRzSeinUS0sxvPEgRBEARBEARBEM5+irzt7E6Lp18w8xsA3gCkFkgQBEEQBEEQBOHnSHdaPEsBJOp+D1T2CYIgCIIgCIIgCIJGdwqePwAYTETJRBQMYDaAdYFJliAIgiAIgiAIgnC+0OWutsxsJ6K7AHwGwAjgLWbODVjKBEEQBEEQBEEQhPOCDgueRPQWgGkAKpl5uLIvCsAHAKwAjgK4iZlrei6ZgiAIgiAIgiAIwrmKP11t3wYw1WPfwwC+ZObBAL5UfguCIAiCIAiCIAhCGzoseDLzZgDVHrtnAliu/L8cwKzAJksQBEEQBEEQBEE4X+jq5EL9mblM+b8cQP8ApUcQBEEQBEEQBEE4z+j2Op7MzO2tz0lE8wHM7+5zBEEQBEEQBEEQhHOTrrZ4VhBRAgAofyt9ncjMbzDzaGYe3cVnCYIgCIIgCIIgCOcwXS14rgMwT/l/HoC1gUmOIAiCIAiCIAiCcL7RYcGTiFYC2AbgIiIqIaLbATwHYAoRHQIwWfktCIIg+MBgMMBkMsFk6vYIB+EsQOQpCIIgCJ2DmH0Ozwz8w9oZC9rTmM1mJCQkaJmE2tpa1NTUwOl0gojAzHA6nV6vAYDy8nK0trbC4XD0etp7GoPBACKC0+mEwWBo847q8Z5499jYWPTr10/7bbfbUV5ejtOnTwf8WZ7odULVB7vdrr2vN53oaYKDg2GxWFBXVxewexqNRgA4I+8juLBYLJgyZQouueQS2Gw2rFy5ElVVVT7PN5lMiIyMbGMbR48ebXNuT9pnT3I26GVX09CT8uwJOvJ1Z4vuGI1GN1noY3BxcfFZk87epCdk1JX8kCAIQif50dswyw6raokoEcA7cM1cywDeYOZXiSgKwAcArACOAriJmWsCmeJAcsMNN+Dee+9Fv3794HQ6kZubi23btqGwsBCDBg3C4cOHsWnTJjQ3N2vXJCQkYObMmSAifPXVVygvL8eJEyfQm4X1nsZgMCAiIgIWiwUNDQ0ICwtDRUUF7HY7ACAoKAhhYWEIDw9HUVFRwN7dYDAgJiYGr732GoYNGwaDwdX4XldXh/Xr1yMrKwt79+7t1v3VezqdzjZB1GKxIDMzU9OJnJwcbNu2Dd988w0SExN96kRPk5mZiZiYGLz55psBKXwTERITE8HMqK+vR319PVpbW93O0X+nMw0RISoqCkSE6urqsyJN3aVPnz7IzMzEkiVLMGjQIJw8eRJ1dXVYvny51/MNBgN+97vfYcKECW1s4/bbb0deXp6mkz1lnyrR0dEBlwURITg4GAkJCe3qZU/SnTR0Vp5xcXGYPXu2X/LsKM2qbbRXyPVE7+vCwsK02Kf3dX/5y1961c95osojPj7eTRb6GPyPf/zjrIi/BoOhV/1SREQEwsPDUVZWhpaWlm6/v2fs8zc/JAiCEBCYud0NQAKAUcr/YQDyAQwF8AKAh5X9DwN43o978ZnYTCYT5+fns8PhYKfTyU6nk+12Ozc2NnJFRQXbbDbevn07W61Wt+vuvfdettlsXF9fz7t27eI33niDY2Ji3M4xGAxsMpnYZDKxwWDoVLoMBgMHBQVxSEgIW61WTktLY6vVykFBQd16XzVNBoOBiYjNZjNbrVaOiopyuzcR8fDhw/n+++/n1157jV9//XX+6quv+L777uMRI0Zo191111383XfftXn37sjjqquu4ldeeYXtdrsmE3U7deoU79q1i41GY6fvHRISwiNGjODMzEx+4okn+PHHH+errrrKLe0mk4lnzpzpphOqPhQWFrarEz25GQwGzs/P5x9++CEgzyUitlgsvHDhQr7zzjt54sSJHBUV5XaOxWLh6dOn8/Tp09lisfTau/raYmJi+PXXX+f333+fr7rqqh75xl2x1e68z5IlS/jw4cPc2trKdrudHQ4H79692+v5qm2Ul5d7tY1du3bxjBkzNNvoCfvUb3pZeOpOd3TSarW2q5fe5ObpK1V/2ZV0dCUNXZXnK6+84rc8/bUNf2Xhr6/rTT/Xnk7oZWEymdxisLf4q+pGb9m06i972lfq8xWqfU+fPj0gNu6pD/7mh2STTTbZOrnt9FoW7Kiw6KXwuBbAFAB5ABJ0hdO8s7HgOXz4cF60aJFbsLfb7dza2spOp5OZmVtaWjgvL4/T0tLcrs3MzOTy8nItg3HixAl++umn2Wq1stFo5IyMDF60aBHn5ubyjh07eNmyZZyRkaEuL+N1i4mJ4QsvvJBHjx7Ny5Yt44MHD3JhYSE3NjZyS0sLHz9+nOfNm8cpKSl+v6PRaOQ+ffrwzJkz+YknnuBVq1Zxbm4uv/XWW7xo0SJetGgRV1dX8wsvvMCjRo1yu9ZgMHBsbCyPGDGCly1bxuXl5exwOLiuro6ffvppvu222/jZZ5/lxsZGHjJkSLdkERMTw/PmzeP8/Hzt+zc3N3NFRQXn5+dzU1OTJhOn08k33nij34XPkJAQnjlzJu/Zs4fr6ur49OnT2jN27tzJ9957r5s+lJeXu+mEem5HOtGTGxHxwYMHA/LcmJgYnj59Or/11lt8+vRpzsvL48WLF7vdd+bMmVxQUMB2u5337NnDDz/8sJah9ZWJIyJ+4oknOCcnhxctWsR9+vQJ2Pv36dOHlyxZwqdOneLm5mZ+/PHHu31Pb7axY8cOfuutt3jOnDlssVjatdfuPHfGjBlss9k0v2CxWDglJYVXrFjBjY2Nbt/Y0zbsdrtX23A6nVxeXq7ZRlpaGi9evDgg9ulNHnpZBMIWVJ3Mz8/3qZd6XVP9pTdfqfrLzvhK9Vv7m4ZAyFONOf7I01/b8EcW3nydPvbpfV1v+jlPWeh1Qi8Lg8HgFoP18ddsNrvFYH38NZvNAbdpo9Go+UtvvtKbvyQitlqtmr9sz1f6iuE7duzgvLw8djgc/NRTT3XbxocPH94m9vmbH5JNNtlk6+TW/YInXN1qjwEIB2DT7Sf9b49r5gPYqWy9+tJqsN6zZw87nU52OBx8+PBhXrt2Lb/yyitcWFjITqfTp6ONi4vjZcuWudUO1tXV8eLFi3ny5MmclZWl3cPhcHBTUxPv3r2bU1NTvQa+Pn368FtvvaVloPSZD3VzOBy8Y8cOvu+++9hkMnX4jhaLhePi4jgjI4OXLVvGu3fv5vLycm5ubuZDhw7xgQMHePXq1UxEvGfPHn788ce91tYSEcfFxfGNN97Ihw8fZrvdzpWVlVxTU8NfffUV19fX85IlS7pc4xocHMwLFy7k48ePa9+yqamJFy9ezJmZmTxkyBAtA6d+i1WrVnFsbGy79zWbzRwXF8e33XYbHzp0iMvLy/mPf/wjP/3007x8+XKura3lgwcP8hNPPNFGH/Q6odeH9nSiJzci4s8//5z379/f7edarVa+9957eceOHdq7eGauP/zwQ25tbeXDhw9zRkYGh4SEsNFo5Li4OM7MzOS4uDg3PSYiTk1N5draWnY4HFxQUMDTp08PSEsDEfGkSZP4wIED7HQ6uaKiQsuMd+X+RqPRp23U19dzfn4+r1ixQsvEBlqWKSkpnJWVxWvWrHH7jkTEo0eP5sLCQg4JCfFpG2vXrvVpG62trZptqHKura3tln36kodeFv379++yPNRN1cn6+nqfegm4fGVaWprmL735StV+/fWVetvwJw2BkmdTU5Pf8vTXNjqShS9f5xn7VF93pgoZej9VX1/fRhb6GKyPv6NGjXKLwfr4O2fOHJ8xuKtbXFyc5i+9+UrVX+pllpqayu+8847mL335SvU+3mJ4fX09x8TEcFRUFG/ZsqVbNq7qhGfs8zc/JJtsssnWyc1rwdPv6fiIqC+AjwHcw8x1RKQdY2bVybeBmd8A8IZyD6/n9ARGoxFTpkzB3LlzMWDAAADA0aNH8cQTT2D79u2oqKhAXV0dHn/8cZ/3qK2txeeffw6TyYQBAwbAYrEgJCQEI0eOhMFgwJgxYxAREQHANUbFbDYjLS0NY8aMQWlpKZqbm8HM2viVwYMHY9y4cUhKSgIRuc2GqA7oV8fxxMfHIygoSBtr6esdL7zwQgwePBjp6ekYP348+vfvD4vFAqPRiBEjRuCee+5BVlYWIiMj0b9/f6SmpsJisbQZP8jMqKysxJo1a2CxWPDUU0/BarUiMjISO3bsQH19Pa6++mpkZWXh5MmTXseZ6MdVqjidTgQFBWHq1KmYMWMG4uLitHc9ePAgnn32WTgcDjidTixZsgQAcOONN8JiscBqtSI0NBQnTpzw+v4mkwlTp07FtGnTMH36dDQ0NOC5557DmjVrEBoaiscffxzMjG3btmH37t1t9EGvE+vWrUNdXR0eeOABWCwWn9+8JyEiGI1G7Nu3D7W1td26V3BwMMLDwxEeHq5NFOE5Lmn8+PFgZqxevRp79+6FxWLBtGnTMHfuXIwfPx7r1q3DY489hspK1zK9KSkpWLJkCdatW4c5c+YgMTERl1xyCTZu3NitMU+qL6mvr4fZbAYAnDp1CgAwZ84cNDY2Ijs7G8ePH/d73Gt0dDTi4+O92obBYMCAAQNw+eWXIz09HQ0NDWhtbQ3YuC2TyYTMzExMnjwZt912m/b9AJed2Ww2NDc3o3///igrK/NqG4sXL0Zubm4b27jllltgNBo122hoaEBBQQEqKyu7bJ+e762XB/CTLEaPHo3IyEg0NjZi48aNXRqDrOpkcHCwV73U+8pLLrlE85dBQUFt0qf6S398pR7VNnylwZPuyvPgwYN+y9PT1/myDb0sPG3DW+wDXL7uvvvu02LfmfR1Kno/FRwc3EYW+hicmpqqxd+KigokJCRoMVgff6+77joYDAa3GNxdxo4dq/lLb74SANatW4f58+cD+MlXTpgwQfOX3nyl0WhEdHQ0xo8f7zWGm0wmbZz1FVdcAYPB0CkbV7+nXidUOpsfEgRBCAR+FTyJKAiuQud7zLxa2V1BRAnMXEZECQAqfd+h90lKSsJtt92GpKQkGI1GnD59GitWrEBWVhaamppgMBhw5MiRdu/R3NyMNWvWYMeOHQCAK6+8EsnJybjmmmswbtw4REVFAYCW4TEYDAgNDcXixYvR0NCAbdu24cSJE0hJScFll12GBx98EKmpqdAX2vWBVg0aCQkJmDRpEvr374+SkpI2GSqDwaAF7MzMTAwfPhyDBw/GgAEDEBwcrN0/JiYGkydPxokTJ/D555+DmXH69Ol2Z8dzOBzYvn079u7di0GDBqGmpkabWOnGG2/EPffcg4ceeggnT56Ew+GA0WhEUFAQkpKSMHToUFitVoSHh2vvtm/fPthsNjz11FMYOnSoFhSPHj2Kl156yW0yj8LCQjz55JPo27cvpk2bhg0bNqC8vNxrOokI0dHRGD16NEaPHo3Q0FBs2rQJn376KWJiYpCeno5LL70UVVVV+OKLL5CTk4NXXnlF0wcAbjrR3NyMI0eO4PTp02csM2YwGDBq1CgsXboUNTU1XboHEcFiseDKK6/EqFGjEBUVheLiYnz//ffYs2cPbDabdm5UVBSqq6uxdetWxMbG4tprr8Wjjz6qZfRnzJiBjRs3Yt26dYiOjsaSJUtw7bXXYtasWbj55psD9s7h4eFobm7W5AIAYWFhuP766xEfH4+GhgakpKTgs88+Q15eXrsTwKi2MX78eAwfPtynbVgsFiQkJCAtLQ05OTmw2WwBK3hGRUXhyiuvhNlsxrffftvmeG1tLXJzc7UKrUcffVSrzAJctnHgwAGvtjF79my0trZqttHc3Iwvv/wS7733Hh588MEu2efu3btRVlaG1tZWGI1GhIaGuslDlUVQUBCio6PR0NCAQ4cOdSgLPapeqjppMBhQVFTkppdE5OYrExISEBsbq8lM7yuJCEQEg8HQrq/0loYrr7zSZxp6Qp4vvfSS3/LUExQU1EYWqjxmz56tycLTNjxjH/CTrzt8+LAW+86kr/PmpwwGQxtZ6GOwPv6OHTtWq6QFoM3QGxoaihtuuAGXX365FoP1FQVdRdWZ6urqNr5SrUSeMWMGFixY4OYrP/nkE7z55ptt/KU+ho8fPx6zZ8/26qeICPv370dDQwMSEhJQWlqq2XhlZaVm3/Hx8TCbzW42rtp3bm4uBgwYgN/+9rdISkoCgC7lhwRBEAKBP7PaEoA3ARxg5v/VHVoHYB5ca3jOg2vs51mBxWLB3LlzMXnyZC3w5ufnY/Xq1VrtfXBwMIYNG9bhvZqamlBYWIhXX30VlZWVuPvuu2E2m2E2m3H69GmUlZVhzZo1AIC0tDRMmTIFycnJuO222xAREYGsrCxcdtlluO6665CWluZW6GRmVFdXay0u0dHRiIqKgslkQt++fb2uD2cymTBx4kRcdtllGDlyJKZNm4agoCC3jAnwU8tBXFwcYmNjERQUhJiYGIwZMwbJycntzhh75MgRvP3220hPT8eAAQNw5ZVXoqCgAMHBwbj22muxbt06fPfddwCgZfB//etfIyIiAn379tVaJ9TWgF/84hd46KGHsGPHDtTW1sJms+Gdd95BVlaW23OZGUeOHMG6deswceJEfPLJJz5bVVJSUvDYY4/h+uuvR2hoKD7//HM8+eSTGDBgAJ599llccMEFaG1txdtvv42srCwws5s+AO46ERISgmHDhqFv377taEPPc+LECWzevLlLU+ertf4XXHABrr76agwfPhxhYWHYtm0bvv76a+Tm5mqtWCaTCUSELVu2YNeuXXj++edx7bXXIjQ0FJ9++imuv/56REZGYsSIEThw4AAeeughzJw5E1988YUmk+LiYuzZs6fTBTa10iAqKgrDhg3DjBkzcPLkSVx44YVISEjQMpS33nqrZi/XX389rrvuOtx+++0+l6DQ28bChQsRHh7u1Tb03yo8PDyg6zAaDAaMHTsWY8eOhcFgQGRkJFpbW1FdXa2d09jYiGPHjsFkMmH48OFuBYTGxka88847bWaTVG2jvr4e1dXVbrZx6tQpfPLJJ3jkkUe6ZJ+NjY1YuXIlioqKkJiYiIEDB2ry0MtC/W6Aq0W5PVno0eulqpMAkJub66aXwcHBbr7SYrG4tW7qfWVQUBDCw8MRFRXl01f6SsPVV1/tMw09IU+1YssfeeptY86cObBarV5tY/bs2T5twzP2AT/5OmbWYt+Z9HXe/BQAr7JQY/CaNWvc4i8Atxisxt+QkBC3GOxrtmF/MZlMuOqqqzR/6ekrjx07hgULFiAyMhKDBw9285VLly7VekWpvtIzhk+YMAHR0dFeYzgzw+Fw4JtvvkF1dTVMJpObjav2PW3aNISHh7vZuGrfTU1N+K//+i+8+eabmDt3LqqqqrqcHxIEQegu/uS4xgK4FUAOEe1R9j0CV4FzFRHdDqAIwE09ksIuEBYWhuHDh7vV5h46dMitRrlv375ITk4GgA7XrFKn229oaADwU0AoKyvD1q1bsXLlSgDA8OHDMXToUKSmpiI9PR02mw15eXm49957cfHFFyM0NBSAq3a2tbUV+fn5+MMf/oDc3FzYbDb8/ve/x4IFC7SafD1qQTIiIgLjxo3D5MmTtW6zvmhtbUVpaamWSbJYLFqX2fYKng6HA1988QWysrKQmZmJlJQUpKena982LS0N+fn5SEtL02pqk5OTtVYItR83ESEyMhJLlixBaGgompqasGPHDqxZswbLly/Xgp4nasa4uLjY63Gz2YwlS5bgxhtvREVFBbZu3Yo//elPOHLkCFpaWrBq1SoQETZv3oyioiKcOnUKsbGxbt/K4XC46YSqD+p370gnegI1Mz19+nRUVlZ2eo0/dTmCyy67DGPGjEFCQgKCg4NRUFCA3NxcVFRUoKWlBQAwdOhQlJSU4MMPP8QzzzyDOXPm4MiRI7jvvvuwevVq5OfnIyEhATNmzMBtt92GAQMG4He/+x3WrFmDO++8EwDw3nvv4dNPP+30d4qOjsbSpUsxceJEREZGaq0Wqt6r376lpQUlJSXadaGhoVomTo832/CWkdOfH4jud94wm80YO3YsoqOjYTAY8OCDDyIxMRF//etfsW/fPlx88cWYOHEifv3rX+P999/HzTffrL2/2rrTUUZ5z549bWxD9U1dsc8VK1aAiPDtt9+iqKhIa23Sr+fX0tKChoYG7ZgvWXhDr5eqTjocjjZ6mZyc3MZXAi5/mZub6+Yrk5OTMX36dCxYsKCNr+woDWPGjPGZBk8CIU9ffk5FL0+9bej9kadtVFdXu7XQ6uXhGfv88XW9jTc/5XA4fMqCmdvEXwBuMViNvykpKTAajVoM7m7Bc+jQobj44os1f/mPf/zDzVcGBQVh1qxZSEhIwMaNG918ZW1tLW655RYAwGeffYagoKA2MbwjXwVAq3ABfrJxp9Op2ffgwYMRFBSk2bi6HqdaGH7llVfQt29fVFVVtdEHoHP5IUEQhO7QYcGTmb+Fa/Igb1wd2OQEhn79+iE9PR1Go1ELUh988AFOnjypnaOOTwOAmpoa5OTktDuuTh2bA7gcs9oysWbNGq0Ql5ubi9bWVvz9739HUlKS1pqSnJyMkJAQAK4uVllZWSgvL8emTZuQl5enBVlfa3SptfXx8fHIyMjAuHHjMHjwYC2Do6ZJ35oKuNaJ++abb7Bv3z6tBU1tTe2I5uZmlJeXo6amxu3eZrMZ119/PYYNG6aNv1K7MhcUFOD48eMoLy9HUVERACA9PR2pqano168fLr74YnzxxRe44oortOPeOHToEGw2m8+ub2FhYRgzZgyCgoKQnZ2N9evXIzs7Gw6HAxUVFVi71tX4XlFRobU09OvXz00fqqur3XRC1Qc1M+aPTgQSk8mE/v37Iy4uDvfccw8AYPny5bDZbD7H83heP2DAAGRmZmL27NlISUnRZFZSUoKqqiptvJPJZMLVV1+N8PBw3H333bj00ktx5MgRLFmyBKtXr0ZTU5PW9e2SSy4BM6OwsBDr1q1DVVWVVgnhdDq7lGlVM14XXnih235VNo2Njfjqq6+wefNmrF+/XusympaW5nae+r8329Bn5LzZRk/Rv39/TJo0SbOJyspK/OY3v0FGRgZsNhsiIiIQEREBo9GI1NRUjB8/XktraWkpXn311XZtw2azad3X9TgcDjBzp+1z2LBhSElJQUpKCo4dO4YNGzZo6SEiNDQ0aLIoLCzE/v374XA4cNFFF2nntKcDnnqpFohaW1vb6GVGRgaSkpI0X+lwOFBUVISsrCysWLHCzVf269fP7zUNfdmGtzT0hDzbw1Oe/trG22+/rcnC0zY8Y58/vq63/BzgkseNN97Yxk+1tra2Kwt9/AXQJgar8fepp57CBRdcgKSkJPTt27db626qvtJisWj+0tNX9u/fX/OXiYmJbr4yNjZW85fBwcGIiYlpE8NVfWnPT6n5D9XfXX/99VrXWX13atXGt2/fDsBl39XV1Vi/fj2sViuGDh3aRh+AzueHBEEQuowfM9laAOwAkA0gF8CTyv5kANsBFAD4AECwH/fqlZmU0tLSOC8vz21pDnWGNovFwiNGjNBm+1OnstfPSKdu8+bN48cee4wvuOACvuiii/jJJ5/klpYWdjqd/PLLL3NoaGibmfOCgoI4Ly+PAXC/fv14+PDhTETsdDo5Ozub4+Pjvc62ZzQaeceOHexwOLiyspJXr17NCQkJbLFY+JZbbuEVK1bwoUOHtJkQ1Vn8PvzwQ37qqad4/vz5vGHDBj5x4oTbenHh4eG8e/duDg8PZ4PBwC0tLbx48eIOv6HRaORZs2bx8uXL+fTp03z8+HEuLi5uM6tkZWUlf/nllzxixAhtpj/9+wUHB7PT6WSDwcCNjY3tzkAZGxvLq1at4paWFi4sLPR6TkhICC9ZsoQrKyv5tttu45CQELfnxcXF8cKFC/nFF1/knTt3cn5+Pufn5zMz85w5c9hsNjMzu83aZ7FY3GZ/9KUT6vT4EydODPhMqCEhIXzppZdyS0sL22w2bmlp0WZfnTlzZofLyqSkpPC8efN47dq1XFlZqel9S0sLjxo1SptxU33WSy+9pM0svGLFCrfjADQ9P3XqFC9btsztWxQWFnJhYWGbpXn83dRlMtS1GNPS0njKlClcWFjIeXl5fi8Z0J5tZGdnd2gb+mVCOjMranvbRRddpM3AmZeXxzExMbxs2TI+cOAAHz58mEtLS/mHH37gefPm8eLFi7XvXF9f75dtFBYW8qWXXupVfwoKCjptnwaDgePj43nIkCF80UUXtZFHd5dv8NRLVScLCgrc9NJgMPBHH32kySc7O5uffvppr/7SaDTyPffco/lL1VeazWavs4Z6sw1vaTgb5BkI2/CMfXpfp499el/nzUZVXxcIu/CUhzc/VVBQ4CYLg8HAEydO5HHjxnF0dLRb/G1pafEag4OCgvjJJ5/UvkFLS0u31sXW+0rVX3rqi+q3nU5nG1956aWX8pEjR/j48eM+Y3h2dnaHfurZZ5/lNWvW8NGjR73a9/333+9m4/pvOGTIED58+LC2rrdn7PM3P9RTsU822WQ7b7cuz2rbDOCXzNygTDL0LRFtBPDfAF5h5veJ6C8Abgfwuh/3OyMYjUYYjUYMGTIEs2bN0mqUt2zZgi1btrjV/gGubo8lJSUoKChAeno6wsLCMGzYMK2WuKSkxGvNrPrbYDCgX79+mDZtGsrKygC4Wjs9u7HprysuLsaoUaPQ3NyM2tpaxMbGIjo6GlOnTsWYMWNwwQUXuLUYVFRU4OOPP8bRo0dht9tx5ZVX4vTp09p91RbA5cuX48SJE1pLgjq5iC+ICMnJyZg3bx6uuOIKBAUFoaysDMXFxUhISIDRaNQmKtqwYYNbq68nTqcTdrsdLS0t2LBhA7KysnxOAKK2VJtMJp+TlqSmpmLWrFkoLi7G5s2b0dTUpB2LiYnBokWLtPFsajrV6zZu3Ij6+npER0dj27Ztbjqh6oPD4fCqEwaDAVFRUXj88ceRlpaGefPmdborbHskJCTgqquuQmlpKf785z9j6tSpmDBhApKTkzF37lxs3brV5+y+gKtledKkSRg2bBjCwsI0A29ubobNZnP7nmorTmtrK3bu3ImXXnrJ7TtaLBaYTCY4HA589tlnWLp0qfZstWV2//79buPcOgMzo6qqClVVVW771TT6OztpfHy8T9tYt24dcnNz27WN5uZmNDQ0+P28jjAYDBg6dKhbF9Sqqio88MAD2tir2NhYHD58GKWlpXj44YcBuGzkq6++8ss2WltbvbZENDc3Y8+ePbBarZ22z/Lycq+TeLW2tnbr26jdHT31srm5GTU1NW56aTAYYLVatdapwsJCrVutJ8yMkpISzV+qvjI0NBTV1dVuetmZNHhyJuQZKNvwRPV1N9xwg1df5/neel83ceLELj3TVzrS09O9+qmamhrtPdXZXn/7298iJycHJ06ccIu/amu1Zwz27CZqMBgQERGBkydPdqnVU/WV6jN37tzZxldOmzZN85eevnLChAlITEyEzWbzGcPXrVuHf/7zn179FOCy7ZMnT+Kbb74BAAwcOBBGoxFNTU2afW/cuNFrV3E1/qobESE/P7/T+SGDwdBjsU8QhJ8X/nS1ZQANys8gZWMAvwTwa2X/cgBLcBYVPD2DzCWXXIKkpCQsWLAAGRkZmvN/9913tRkg9cTExOCBBx7A/fffj5iYGNx0000YN24cDAYD7HY7vvnmG5+ZAKfTiYiICFxyySWYOnUqPvzwQxgMBnz99ddYsGABfvzxR1gsFlRWVmrjVoxGI4KDgwEAcXFxmD59OsaNG6fN+BkdHa1NtsHMaGpqwtGjR3H06FFtOn61m5raXaempgYVFRXIy8tDQ0MDnE4nDAaDNsmRr25qFosFl19+OUaMGIF+/frB6XTi8OHDyMvL06aqdzqd2LRpE5YuXeo2Dq89eXgbm+ZJe+O11KUToqOjtSVe9McGDBiA6dOnIzIyEkajEdXV1aipqUFQUBBOnjyJhIQEDB48GHv37tXko+qEqg9FRUVedULNwIwZMwb79+9HY2Njh+/sLwaDARkZGRgzZgx27tyJ9957D3v27NG6H6anp6Nfv34+C55Go1Gb1l8dL9Tc3Izjx49j69atKC0t1XSViBATE4OoqCjs378fDz/8MPbv3+92v/j4eADAyZMn8e677+LIkSNuXVtNJhPWr1/vc8bh7uLPZD8GgwHp6em4/PLLtcyc3ja2bt2Kmpoar7ahZvZLS0tRUFCg2UZ3MRgMGD58OPr16wfgp+VI9AUJb3YXCNtwOp3Izc3FjBkzumSfvujqxEtqwcFTL48cOYKtW7fi008/ddPLiIgIJCYmatdHRkZi7NixSEhIwI8//oi6ujo3XxkdHa35y+nTp+PKK6+E3W7Hu+++i1deeQWnT5/2mQZ17KVnGjw5k/L0hT/y8NRlva/7zW9+49XXeaZL7+sChV4eahdRvZ/69NNPNVlERUVpS5gcOnQI0dHRbvG3rKzMZwz2nCm+X79+qKmp6dIkaKqvZGbNX+qJj4/HtGnTALj8paevjIqKQmRkJP71r3/h4osv9hrDt27d6jOGt7a24vDhw8jPz0d1dTWioqK0GKy3b2+FTs9vouIZ+/zJD6nLxwU69gmC8PPD3+VUjAB+BJAG4M8ADgOwMbPq9UsADPBx7XwA87ufVP+x2+1aJkUNAiNHjkRra6vb2psOhwM5OTleZxANDQ1FWFgYioqKtDFQ6sx7ra2tPscfAj9N9AH8lLkwGAwYN24cfvGLX+DkyZPamCF94Bw0aJC2pEpUVBTi4uIwYMAAGI1GbU0yPUSESZMmISYmBsnJyVotshqcs7OzsXPnTuzevRulpaVa8JkyZQri4uJw8uTJNoHbbDbjpptuwmOPPQar1QoiQmVlJT744AMMHTpU+55OpxMFBQUoKytrky5fdHVMoIraGtDa2oqioiK3ABgeHo7bb78dqamp2uQbjzzyCDZv3oy+ffti/vz52vjWoKAghIWFuekE8JM+eNMJUtbYBFwZNr2Mu4u65urw4cO1dTNPnDiByMhIzJ49G0OHDm33+qCgIAwePBjh4eFaGmtra7F371588cUXbpmSpKQkvPbaa0hKSsJFF12Ew4cPu8nEYDBg5MiRqKqqwkMPPaSNsVSPTZ06FQCwcuXKLq3j2B5OpxMxMTG45ZZb8Oabb7Zbq65WoCQkJLjNfqpitVqRkZHh1TaqqqqQk5OD77//Hjk5Oaivrw9IwVMtlBMRmpqatEnH9PjS/+7aBuDye92xT29p8kcW3lCXePDUS1Unt2/f7jOzrPrKK6+8Eq2trTh58mSb1tfIyEhNnlFRUVrh4Oabb8aGDRuQn58PAF7TUFtb22EagDMvT8/7+WsbnrFP7+sSEhIAdM7XBQq9TnjzU+q4RMAVf61WqxZz1XgM/BR/fcXghoaGgPhnva9cv3497rvvPhw+fFg7rvrKQYMGaf7S01feeuuteO211/DDDz9g5MiRbfwUEcFqtSI1NdVrDK+pqcH69euRk5ODvn37uo1r9te+PfNDnrHPn/yQmu5Axz5BEH5++FXwZGYHgEuIKAJAFoAh/j6Amd8A8AYAKGMxepzy8nKsX78ew4YN02ry7rjjDgDQJuRpbW3F/v37vQZWNRjY7XZs3boVd955J8LCwrTZVg8dOoTjx497fbbaGlpbW4tjx46hsbHRbc25kJAQLfh7ZkzU2mx9cAoODsaQIUO02nb1WHh4OC6//HL84he/gMlk0mY8bGlpQU1NDTZv3oy//vWvyMnJQV1dHT766CMkJyejT58+sFgsuOuuu5CdnY1du3ahrKwMdrsdkZGRuPbaa/H8889r6+c5nU58++232LJlC5xOJ2w2G2JjYwG4Ji8K1ALdnugXjNdjs9lQXV2NiRMnIj4+HoWFhQBc3ZGamppgt9u1muQvv/wShYWFMJlMKCkpcauttlgsbjqh6sOyZcva6AQRISkpCVdccQUiIiJQW1vr9/qF/hAREYH09HRERUW5Bf5du3bBarUiLS3N56yHRqMR4eHhiI+P11qAAJcNZGdnay2nKlFRUYiJiQHgWi/SU3ZqK8+xY8ewZcsWt0yN0WjEqFGjYLPZurzOqC/UtRBnzpyJhQsXAgD+9Kc/oaKiwuc14eHhMJvNbmveqfuXLl2qdRn2tI1XX30VO3bsQE5OTkDW+FOJiIjQugNWVFTg66+/Dti9VYKCgrQWOE/USWoCYZ+qPPSysNlsfhViVZ0cPHhwG71UdfL48eNu6WpsbERjY6OWdrUCzmQyISEhwaue6md8VSdmiY+PR2pqKsrKykBEXtNQXl7uNQ2enGl5qnizjWeeecanLDxjn97Xmc3mTvu6QOCpEyp6P+UtplZVVSE3NxeNjY1u8feTTz7xer7dbsfmzZsxYMAAZGRkwGQyaRMtdRa9r9y8eXMbf6n6yoiICOTk5Lh1WVZ9ZWJiIhobG7VurkDbGJ6enq5NguQZw3fv3o0333wTlZWViI2NdbNxf+3bMz/kGfuAjvNDSUlJPRL7BEH4+dGpvj7MbAPwLwBXAIggIrXgOhBAaWCT1nVOnz7dJjCpteIqx48fxwMPPKDVaqtbUFAQUlNTMX/+fDzzzDN47bXXUFVVpdVg2+12bNq0qd3Wnrq6OrS0tKC6uhp2u10LTgDcnhcUFOS2qQVUwL1QmpiYqC0voO/GExwcDLPZrHWtO3nyJA4dOoQtW7bggw8+QHZ2tjZuJjs7222a+hkzZmDOnDnIzMzUloCZMGECZs2ahejoaC0ddrsdhYWFqK+vx/79+91qmfWF8UAQERGh3a9///5eu5U1NjbiyJEjiIiIcJsR0G63o7KyEsXFxTh48CB2796Nuro6rXtXQkJCm4ymXidUffj888/b6ERqaioWL16MRx99FESEffv2BXS6+cjISE1H9LXNp0+fRlVVFUJCQry2eqqtPWPHjkVMTIyWcWlsbMTq1auxevVq5OXlaeer68fFxsZqYx998fHHH7fJ2KkFZHVsXCBpaGhAYWEhHA4HQkJCMGbMGIwZM8ZngRto26qktw21UOrNNj755BPNNgKJfrbQ6urqNl0Yu4NqG/3798eECRO82kYg7VOVh14Wau+LjlB18uabb/aql3l5eW2WGFFbNvWo/tCbr1QLE55dXUNDQzFo0CCEhYV1Og2enGl5qnizjfZk4a1Q5o+vU2Ofp6/rLno/pcrDm5/Sy6OsrAxZWVl4+umnsWXLFlRXV7vF3/bWeK6trUVdXZ2mF57jdP1F7ys//vhjn/6yqampjb9UfaXRaERNTY2br/GM4eHh4T5j+CeffKJda7PZ3GzcX/sORH5o8eLFPRL7BEH4+dFhiycRxQJoZWYbEYUAmALgebgKoP8O4H0A8wCs7cmEdpbi4mLs2rVLG0uir/FUu5tcddVVSE9Pd5tsR11CYsqUKYiIiMB//ud/gohQV1enBbqOxrY1NjaitbUVjY2NqKqqwsCBA90Kjr5qX73VXJ4+fRoHDx70uri5eryhoQH19fXYtWsXcnNzsW/fPi1Yq0Fi06ZNWLZsGaZOnYrRo0drEzxMnToVFRUVsNvt6Nevn1aYU5cy2Lt3LzZu3Ijm5ma3JWXUyUD69u2L5ubmdoORuuB7dHQ0rFar1m1Yf01wcDDuvPNOrTU4KCgIZrO5TbCvrq7G+++/j+uuuw6PPfYY3n33XRQWFqKkpARffPEF9u3bp635FhMTg0mTJmlrnf3jH//A7t27tUCul4OqD3a7HSNHjnTTiVGjRmHy5MkgInzwwQf47rvvAhZ81W62aiZAbWGIiYnBtddei2nTpiE+Ph5JSUltrjUYDFqXNLX1p6WlBRUVFcjOzkZ5ebnX2ulTp07hnXfe8Zoep9OJzZs3Izc3t03GTs2I5+TkaBNmdHWCIU+am5uxceNGDB48GFOnTsWkSZOQnJwMk8mELVu2aMv6qJhMJpw6dQotLS1ad0jP92htbfVqGwUFBWhpaQl4BmrixIlISEiAw+HA119/3W5rLeCqoOqsbRiNRgwcONCrbXTVPr2hyuPuu+/WZJGTk4N3331X8y2eqGPrVJ3UrxWp6qUvnXQ6nThy5IjWSgW4Z9C94ekvHQ4HysrKUFhYiFOnTvlMQ3Z2tl+tNoGSp34yGsB/eap4s42XX35Zk4WnbZSVlWHPnj1uS23oKzR9+To19nn6uu6i91OqPJqbm9v1Uy0tLSgrK8MXX3wBm80Gs9nsFn/bq/iy2+1obGyEw+FAUFAQrFYrdu/e3e7kbL5QfaW3lkDVV9bV1eG9995z85f65Un27t2LyMhIn7Hf6XSipqbGawxXdQpwyU5v452x7+7mhyZPnoxVq1YFNPYJgvDzhDrqpkFEI+CaPMgIVwvpKmZ+iohS4Cp0RgHYDWAuM7fbD6u3utqqWK1WPP3007j88su1dc46QnXuR48exbhx41BZWQkiQnR0tLb+ZUfjKu69914888wzCAkJgcPhwOuvv44NGzagT58+GDFihBaI1dkCjx07hvr6ehw9ehS1tbXYvHkzGhoa0NzcjFOnTmnpV7vjAK5g1dDQgLVr16K+vl47v72gYDQaYTabkZmZib/97W9uLQd6PSgoKMDSpUuxceNG1NbWau9qsVjw4IMP4oEHHkBISAh2796NX/3qVygpKWm39WzevHl4/vnnERcXB8CVMaiursZnn32GkJAQjBo1Cv3790dFRQUKCwuRlpaGpKQknDhxAt9++y1++OEHbNu2DZWVlVqm4oUXXsCsWbMQHBwMZkZdXR3sdrtb1zX1W9hsNlRUVGD+/Pm46667cPnllyM5Odlri4G6Lp4eu92Oo0eP4rvvvsNDDz0U0O6ZVqsVH330EUaNGoXTp08jNjYWkydPxl133YVJkybBYDBgz549+NWvfqV1K1YxmUwYOHAgMjMz8T//8z9oaWlBQUEB1q5dixdffBFNTU0B6wZtMBiwcuVK3HDDDTAYDDh8+DDuu+8+bNiwIaAZEbPZjGuuuQa33norxo8fj9jY2DYzVao0NTUhNjYWL774IqqqqtxsY8OGDbDZbH7bRiB46aWXsHDhQrS0tOCxxx7D//3f/7VrF2azGbNnz/ZqG48++iiuueaaNrZx9dWupZNV29i2bRu+/vpr1NbW4tSpU7jjjjs6bZ/tMWPGDE0WaiuyN3kwM2w2G/bs2YPf/va32pqZGRkZbnr51FNP+dRJg8GA6OhohIWFISMjA1arVWsNuu666wD85CtPnDiBxsZG1NbW4p///Ceam5vR2NiI6upqOBwOmEwm3H333V7T8OKLL3bY2gkETp4rV67E5s2bOy1Pzxl69bZx/fXXtyuLyMhI3HDDDXjrrbfcxmzq8fR1+tgXSF+n91OqPPbv398pP6V29wRc8be9NVytVisyMzO1GLx48WKsXLkSBQUF3X4Xf9D7SvX7lpSU4NVXX0WfPn3axPBvvvkGxcXFfvkpfQw+ePBgp+xbzQ/Nnj3br54LgPf8kCAIgp/8yMyjPXd2WPAMJL1d8FSDVUZGBl5++WUkJCRo3e/0qDX1ra2tOHToEDZt2qQtXt+V7zN9+nS8/PLLiI+PR3l5OR544AFs374dDocD/fr1g9FoRN++fTFhwgQArtrIuro6FBUVaTXB6kQhTqcTUVFR6Nu3b5vuWHa7HSUlJW6z+PmD2WzGokWLkJGRgcmTJ2sZGJvNhuLiYjz99NP47LPPvHZlslqteOKJJzBkyBB88skn2gyS7REXF4fnn38eN910k7akC+Cq1VZbV4uLi3HHHXegoKAAkyZNwv3334+MjAw4nU6YTCbY7XaUlpbixIkT+OMf/4jNmzcjMzMTAwcOhNVqxbBhw9y6KquzfO7duxd79+7F4cOHkZOTo+nDLbfcglGjRvmlE6+99ho2b96MnJwcFBUVBXRMa1paGtauXYvU1FSUlJRg8uTJeP/99zF69Gg4HA7YbDb88Y9/xMsvv+z1O5vNZiQkJGDu3LlobGxEQUEBcnJyemS6+xkzZuDRRx+FwWDAM88841NHuovaPXr8+PF4+OGHER0djf79+7fpVma323Ho0CEsXLiwzcytpaWlaG1t7bRtdBWTyYTvv/8eI0eOxL59+3Drrbf6XMJEjy/bsNlsCAsLa2Mb69evx5AhQ2A2m+F0OtHc3Izy8nI0Nzfjueeew9atW/HII490yj7bQy+L4cOHY9q0aYiOjsbAgQPbnNva2orvv/8e1113HRISEpCeno6MjIxO6aU6djMyMhKhoaHaGD214Kn6ysrKSjQ1NaG5uRmlpaWar9TL2mq1dikNQGDl2dLSglOnTnVJnu+9955b93tVHgsWLNBk4cs2ysvL8eqrr2Ls2LGar9PrmIr6XH3sC7SvU/2UKo/s7Owe81MxMTG44oortBh8yy23YNu2bW2WqOlJVF8ZERGBuro6LF26FHv27PEawysqKjpVMabG4EOHDnXKvtX80AsvvOB37AtEfkgQhJ8t3St4KjPb7gRQyszTiCgZrhbPaLhmvL2Vmdud07u3C54qRqMRGRkZuOqqq3DFFVcgKSlJ606iFlCOHj2K0tJSfPnllzh06FC3WkgsFgumTJmClJQUFBYWYtOmTV4nAVCDkDpWrb2WAF9T73e1JaNPnz6Ij4/HzJkzER4eDqfTiX379iE7OxtFRUVeZ7YD4Nb6W1dX51dXSyJCSkoKHn30UUyYMAEJCQlaRqmmpgb79+/HkiVLsHXrVrS2tsJsNmPIkCH4+OOPERMTg+rqarS0tGDfvn347rvvkJWVhaNHj2pjUPr27et1go7a2lrYbDa37kmASx+ioqKQmJio6UR6erp23FMn/vKXv/RYi1lUVBTmzp2LjIwM1NTU4LnnnsPSpUsxceJElJWV4euvv8brr7/us6ZZHSeUmJiozV5YX1/f5ZlM20PNPAKuAoAvHQkURqMRiYmJiIqKwsSJE9usP1tXV4evvvoK+fn5bbrqBWptTn8xmUzIzs5GYmIiXnrpJa0lpyN82YZaEeRpGxkZGbjnnnswfvx4zTaam5uRm5uL+++/H0VFRZ22T38wGo3arKRRUVGYPn16m3Pq6uqwadMm5ObmIjg4GGFhYYiIiAiIXvrrK/WYzeYup+FskaevgpnFYtFk4cs2Nm3ahIKCAoSFhWm+bvbs2W7nqr7uu+++C0jsa++76HVC7Y3QE36KiGA2m7UY/Ne//rXHJsHzheor1UrT4uJin13GO+ur1Biszt7eWWJjY91iX0/nhwRB+NnS7YLnfwMYDSBcKXiuArCamd8nor8AyGbmdtfxPFMFTxWTyeRWk65SW1uLhoaGbi+YrqIvnDU0NODkyZNnXU2hmhFQgyPg+g41NTUdfgODwaB1z/U3GKnfZNCgQW4Zpb1792rLvegLD0SEkSNHYtSoUdi1axfq6up8ps9Xwdyf1i5VJzwLroHWiY7S0LdvX63LcHR0tJZZrq+v92tSE33G/HzMIPiafKW3C5i+MBgM+N3vfoegoCCtYsRfvNmGWhHkaRv6cz1tQx3D1hX77Cz+yENvl2dKL7uahrNJnh3hr22oXV49z/fX7wcCVR49rQ/6GBzoXipnA3qd7iq9lR8SBOFnS9cLnkQ0EK5xnksB/DeA6QBOAIhnZjsRXQFgCTNf08F9zi/vL3QJfZDrKAOidsUVhLMddbx0dzJrYhtnDyJPQRAEQegyXguefq3jCeAPAB4EEKb8jgZgY2Y1IpcAGODtQiKaD2B+p5IqnNd0JiMnGTHhXCEQuiq2cfYg8hQEQRCEwNLhOp5ENA1AJTP/2JUHMPMbzDzaW6lXEARBEARBEARBOP/xp8VzLIAZRHQdAAuAcACvAoggIpPS6jkQQGnPJVMQBEEQBEEQBEE4V+mwxZOZFzHzQGa2ApgN4CtmvgXAvwD8u3LaPABreyyVgiAIgiAIgiAIwjlLhwXPdngIwH8TUQFcYz7fDEySBEEQBEEQBEEQhPMJvyYXIqKjAOoBOACosyXYANQCiAQQAaAPgMAvyiUIgiAIgiAIgiCc03SmxfMqZr5EN0nQwwC+ZObBAL5UfguCIAiCIAiCIAiCG93pajsTrrU9ofyd1e3UCIIgCIIgCIIgCOcd/hY8GcDnRPSjsi4nAPRn5jLl/3IA/QOeOkEQBEEQBEEQBOGcx68xngDGMXMpEcUB2EREB/UHmZmJiL1dqBRU53s7JgiCIAiCIAiCIJz/+NXiycylyt9KAFkALgNQQUQJAKD8rfRx7RvMPFo3NlQQBEEQBEEQBEH4GdFhwZOIQokoTP0fwL8B2AdgHVzrdwKyjqcgCIIgCIIgCILgA3+62vYHkEVE6vn/YOZPiegHAKuI6HYARQBu6rlkCoIgCIIgCIIgCOcqxOx1aGbPPIyoHkBerz1QEAJHDICqM50IQegkorfCuYjorXCuIrornIv0hN4mMXOs505/JxcKFHky1lM4FyGinaK7wrmG6K1wLiJ6K5yriO4K5yK9qbfdWcdTEARBEARBEARBEDpECp6CIAiCIAiCIAhCj9LbBc83evl5ghAoRHeFcxHRW+FcRPRWOFcR3RXORXpNb3t1ciFBEARBEARBEATh54d0tRUEQRAEQRAEQRB6FCl4CoIgCIIgCIIgCD2KFDwFQRAEQRAEQRCEHkUKnoIgCIIgCIIgCEKPIgVPQRAEQRAEQRAEoUf5/+Dgd78DCp8gAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA54AAABjCAYAAADza9+9AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Il7ecAAAACXBIWXMAAAsTAAALEwEAmpwYAABFAklEQVR4nO2deXxU1fn/P88smaxkISRESJhAWAohpICKIoIClRQQopSClGKtdasbP6lLFSNVWxUXXFG/KgqlLEVllVpACIiIUvYtGkICxCwmIRuEJDPz/P6YO9eZycxkMpkJCT7v1+u8krn33HvPvedzn3POPc85h5gZgiAIgiAIgiAIghAoNBc7AYIgCIIgCIIgCMKljTQ8BUEQBEEQBEEQhIAiDU9BEARBEARBEAQhoEjDUxAEQRAEQRAEQQgo0vAUBEEQBEEQBEEQAoo0PAVBEARBEARBEISAIg1PQRCEDgQR3UpEX3rYv5GIZrVlmuyuzUSUcjGu3RYQkVG5R91FTMM2IrrdzT4174loBhH9txXXCYiOiGgUEZ0JxLFE9DYRzfXx3B7fK0EQBKH1XLTCUxAE4ecGEV0D4AUAAwCYARwD8CAzf+uvazBzhr/OJXQs7POemZcCWOqPc3UUmPmutr4mETGA8wDsF0X/GzO/0NZpEQRBaO9Iw1MQBCGAEFE8M5cQUScA6wHcDWAlgCAAIwDUK/EiAJiYuS6AadExsylQ5/cXHSWdlyJERACImS0XOy3tFds7bbdpEDPnuogXA6CGmRvbLnWCIAjtF3G1FQRB8DNEFEVEdxPRNwA+VDb3AQBmXsbMZmauY+b/MvNBZX8qgB+I6B0iGubFNV4korNEdJKIMuy2q66YivvgTiJ6hYjKATxFRAbl2FNEVKK4J4a4uUYvIvqCiMqJqIyIlhJRVDNJG0NE3xNRJRG9qTRkQEQaInqCiAqIqJSIFhNRpLLP5sL6RyI6BeALIgomon8q164kom+JKF6JH0lE7xNREREVEtEzRKR1cw9XENEu5RxFRPQGEQXZ7WciustNmrXKsyojojwA45vJk8FEtI+Iaojo30S0goiesdv/JyLKJaIKIlpLRJe5OY/be3eKl0BEB4noL8pv57z/0i7u1cp5qpS/V9vt20ZEzxLRTlh773q6OpcHzSUT0Xblvjcrz/CfzTyrvyrPNZ+IZthtb1afRPSQoqEiIvqD3fYPbc+bFLdcD3E7K3lQTdb3tFcz6e1KRH8hoqMAnvIU146xAM4Q0UtElOrlMYIgCJcs0vAUBEHwA0rD6ldEtAxAAYBfAXgWwI1KlO8AmInoIyLKIKJo++OZeReAwQCKAPyLiI4R0cNElODiclcCyAEQC6vr7vu2xpKbuHkA4pX0PAdrIzgdQAqAbgCedHdbAP4B4DIAvwCQiOYr3RMAXA4gDcBUADco229VwnUAegIIB/CG07EjlevcAGAWgEjlmp0B3AXA1hv8IQCTkv5fwvqsXY57hNWleTasz+oqAKMB3ONlmv+k7PslgKEApri7aaUx+6mSthgAywBk2u2/HtZnORVAAqwaWe7mdJ7u3Xa+ZADZAN5g5vnu0qXEjQGwAcBryvleBrCBiDrbRZsJ4A4AEUranPGkuX8B+EY591PKuTzRVTlPN+Ve3yWivsq+5vTZFdZn0w3AHwG86fwueRn3TQAXYM2L25TgABHpiegmIlqn3HsagPsA/LmZ+wMAMPMKWPVmAfBfpcF/j4f0CoIgXNowswQJEiRIaEUAcC+AUwD2ArgfQKybeL+AtWFyBtaG01oA8S7iEayNsA8AnIXVRTdJ2XcrgFy7uKGwji/rqvzeBuB2u7innM57DkAvu21XATjp5X1OBrDPw34GcI3d75UAHlX+3wLgHrt9fQE0wjrkw6gc29Nu/20AvgKQ5nSNeFjdk0Pstk0HsNXLe3gQwKdepvkLAHfZ7fuVEl/n4rzXAiiE1U3Vtu1LAM8o/78P4AW7feHK/RtdnMvlvdvl78sA8gFMd7HPPu+/VP6fCeAbp7i7ANxqd9zfmjmXS80BSIJVy6F2+/8J4J9unv8oJX6Y0zOf25w+lWPr7J8/gFIAw5T/P7R73m7jAtAqz76f3b6/256X8vtpJf52JT8iPGi+GkClXbjBRTwtrD3mK5U4ywF08kazEiRIkHCpBBnjKQiC0HqSAUQD2AzgAIByV5GY+RislXgQUT9YK+gLYG042cdjxaXvAKw9cQMAhNlFKbaLe17peAp3k7bTdv93gbXR8D+7DlKCtVLcBMW981VYx6JGwOolc9bNdZqkDVa3TVu6LoNjT1oBrI1OexdS+7QugbXHbzlZ3Xv/CeBxAD0A6AEU2d2DxulY+3voA2tDbSis964D8L8WpNn+vK56Am1cBqCQme0nmTnttH+v7Qcz15LV/bkbrI1Ie1zeO/80VnAGgFwAqzykxzltzmkvUK7tKq2ucKe5WAAVzHze6VyJHs51lpnPOaXlMninz3J2HP9rn1/OuIvbBVYdeMrbvrDqbD+Ag8xc4+F+BrOLMZ72MLOZiA7B+k4PhdW1Xu/pGEEQhEsNcbUVBEFoJcz8EKxjxA4DeB3ASSJ6moh6ezjmOKw9NOrYL2V82xTFte97AENg7UHtqTRafUqe3f9lsPYCDWDmKCVEMrO7ivvfleMHMnMnAL+DtSHgCz/A2mi0Yesps5+kRU0rMzcy8zxm7g/galhdXn8Pa2OhHtZeZds9dGLmAW6uuxDAcQC9lXv4awvuoQiODaikZuJ2c3J5tj/W4f6JKAxW19RC5xN5uHcbT8Gal/8iN2NbnXB+9oD1XuyvzfCNIgAxRBRqt81ToxMAopX7t0/LD2i5Pn3lR1i15zZvmXkqrO6+ZQBWENERInqEiOwb681CROHKGNkvYP3w0A3Ab5k5lZldfqASBEG4VJGGpyAIgh9g5lJmfpmZ0wDcDCAKwC4i+gCw9nAqE510V34nwtrT+bXyOw3WSvwDAFYDSGTm3zPzVqdetNak0QLg/wC8QkRxynW7EdENbg6JAFALoEqpcP+lFZdfBmC2MhFNOKyN2hXsZvZaIrqOiAYqDatqWF0jLcxcBOC/AF4iok7K2NpeRDTSwz1UA6hVepnvbkGaVwK4n4i6K+PyHvUQdxes40nvJSIdEU0CcIXd/mUA/kBE6URkgPX+dzNzvrf3bhelEcBvYO0FX0xEzZXlnwHoQ0S3KGn7LYD+sLpwtwpmLgCwB9aJq4KI6CoAE704dJ4SfwSsDet/+6BPX9NsBvCJkuZQIuoP61hT53gFzPw3WMea3gOgH4CjRPSUN9chonGwNqh/C+AdAN2Y+R724/JJgiAIHQlpeAqCIPgZZv4fM98Hq/vg28rmGlgnaNlNROdgbXAeBvCQsr8UwBXMPIKZ32/Gta81PAKrm+bXRFQNq3twXzdx58E64VEVrJPTfNKK634AqwvpdgAnYZ3Y5T4P8bvC6kpaDet6p9nK8YC19y8IwFFYXX9XwTpJjCvmALgF1uf/fwBWtCDN/wfgc1jdI/fCw/0zcwOAm2CdxKYS1t7h9VCWy2HmzbCOY/wY1g8MvQBMc3M6T/fufL14AB94anwqPWsTYNVaOYCHAUxg5jJ3x7SQGbCOxSwH8Aysz7jeQ/xiWPPtB1jXGr1L8QAAWqbP1nAvrG63xbB6HixyF5GtZDPzH2B9p1c7RTlARLV2YYGyPQfWcaQZzLyCmT09E0EQhEse8tOHdEEQBEEQ7CCi3QDeZma3jZoAXvs2AL9j5usvwrVXADjOzFltfW1BEASh/SI9noIgCILgB4hopLLeo46IZsG6/MZ/LlJyBsDasxxwiOhyxd1Zo7iXTkLTXkFBEAThZ47MaisIgiAI/qEvrONCw2BdO3WKMia1TSGi1QB6wzoOtC3oCqsbcmdYlwq6m5n3tdG1BUEQhA6CuNoKgiAIgiAIgiAIAUVcbQVBEARBEARBEISAIg1PQRAEQRAEQRAEIaC0WcOTiMYRUQ4R5RKRp7XQBKFNIaJEItpKREeVRcIfULbHENEmIvpe+RutbCciek3R8kEiGnxx70D4OUNEWiLaR0Trld/JRLRb0ecKIgpSthuU37nKfuNFTbjws4aIoohoFREdJ6JjRHSV2FyhvUNEs5V6wmEiWkZEwWJzhfYIEX1ARKVEdNhuW4ttLBHNUuJ/r0ya1yrapOFJ1kWw3wSQAeui1dOVBZsFoT1gAvAQM/cHMAzAnxV9PgpgCzP3BrAFPy0enwHrxB29AdwBYGHbJ1kQVB6Ada1HG88DeIWZU2BdK/GPyvY/AjirbH9FiScIF4tXAfyHmfsBGASrhsXmCu0WIuoG4H4AQ5k5FYAW1rV4xeYK7ZEPAYxz2tYiG0tEMQCyYF2D/AoAWbbGqq+0VY/nFQBymTlPWfR6OazTrQvCRYeZi5h5r/J/DawVoG6wavQjJdpHACYr/08CsFhZVPxrAFFE5G7xekEIGETUHcB4AO8pvwnA9QBWKVGcdWvT8yoAo5X4gtCmEFEkgGsBvA8AzNzAzJUQmyu0f3QAQohIByAUQBHE5grtEGbeDqDCaXNLbewNADYxcwUznwWwCU0bsy2irRqe3QCctvt9RtkmCO0KxRXmlwB2A4i3WwqhGEC88r/oWWgvLADwMACL8rszgEpmNim/7bWp6lbZX6XEF4S2JhnAjwAWKW7i7xFRGMTmCu0YZi4E8CKAU7A2OKsA/A9ic4WOQ0ttrN9tr0wuJAgKRBQO4GMADzJztf0+tq47JGsPCe0GIpoAoJSZ/3ex0yIILUQHYDCAhcz8SwDn8JPLFwCxuUL7Q3ExnATrh5PLYF2vt1W9P4JwsbhYNratGp6FABLtfndXtglCu4CI9LA2Opcy8yfK5hKbO5fyt1TZLnoW2gPDAdxIRPmwDl+4HtZxc1GKGxjgqE1Vt8r+SADlbZlgQVA4A+AMM+9Wfq+CtSEqNldoz4wBcJKZf2TmRgCfwGqHxeYKHYWW2li/2962anh+C6C3MvNXEKyDsde20bUFwSPKmIv3ARxj5pftdq0FYJvBaxaANXbbf6/MAjYMQJWd64IgtAnM/Bgzd2dmI6w29QtmngFgK4ApSjRn3dr0PEWJLz1KQpvDzMUAThNRX2XTaABHITZXaN+cAjCMiEKVeoNNt2JzhY5CS23s5wB+RUTRSo//r5RtPkNt9Q4Q0a9hHY+kBfABMz/bJhcWhGYgomsA7ABwCD+NlfsrrOM8VwJIAlAAYCozVygFzhuwuticB/AHZt7T5gkXBAUiGgVgDjNPIKKesPaAxgDYB+B3zFxPRMEAlsA6hrkCwDRmzrtISRZ+5hBROqyTYgUByAPwB1g/hovNFdotRDQPwG9hnQ1/H4DbYR3zJjZXaFcQ0TIAowDEAiiBdXba1WihjSWi22CtEwPAs8y8qFXpko8vgiAIgiAIgiAIQiCRyYUEQRAEQRAEQRCEgCINT0EQBEEQBEEQBCGgSMNTEARBEARBEARBCCjS8BQEQRAEQRAEQRACSps2PInojra8niD4C9Gu0BER3QodEdGt0FER7QodkbbUbasankQ0johyiCiXiB714hB5IYWOimhX6IiIboWOiOhW6KiIdoWOSPtveBKRFsCbADIA9AcwnYj6+ythgiAIgiAIgiAIwqWBrhXHXgEg17YYLhEtBzAJwFEPxwwhIlk4VOiQiHaFjojoVuiIiG6FjopoV+iIBEC3ZczcxXlja1xtuwE4bff7jLLNASK6g4j2ENGeVlxLEARBEARBEARBaP8UuNrYmh5Pr2DmdwG8C8hXIEEQBEEQBEEQhJ8jrenxLASQaPe7u7JNEARBEARBEARBEFRa0/D8FkBvIkomoiAA0wCs9U+yBEEQBEEQBEEQhEsFn11tmdlERPcC+ByAFsAHzHzEbykTBEEQBEEQBEEQLgmabXgS0QcAJgAoZeZUZVsMgBUAjADyAUxl5rOBS6YgCIIgCIIgCILQUfHG1fZDAOOctj0KYAsz9wawRfktCIIgCIIgCIIgCE1otuHJzNsBVDhtngTgI+X/jwBM9m+yBEEQBEEQBEEQhEsFXycXimfmIuX/YgDxfkqPIAiCIAiCIAiCcInR6nU8mZk9rc9JRHcAuKO11xEEQRAEQRAEQRA6Jr72eJYQUQIAKH9L3UVk5neZeSgzD/XxWoIgCIIgCIIgCEIHxteG51oAs5T/ZwFY45/kCIIgCIIgCIIgCJcazTY8iWgZgF0A+hLRGSL6I4DnAIwlou8BjFF+t2s6d+58sZMgtAGSz0Kg0Wq1F+3aGo0GOp0OOp0OGo2v3w2FQGHLGyEwXCz9E1GbXcseg8FwUa7b3riYNlcQBP/izay205k5gZn1zNydmd9n5nJmHs3MvZl5DDM7z3rbroiJicGGDRsCWiHQaDTQarWtMpBSkWwdgc5nf1V6/JXPGo1GDULg6dy5Mx577DHs3LkTEydOvChpGDlyJB577DHMmTMH/fv397pC3J4aq+1Jt/Z2u7XpiYuLw86dO3Ho0KEW66M92pbWlmeBwFf9twaj0YgXXngBSUlJAb+WPTExMVi2bFmb1Vvaw/voTHuwuYIg+JdmLRoRJQJYDOvMtQzgXWZ+lYhiAKwAYASQD2AqM58NXFJ9JyYmBtHR0QE7v16vR0REBCIiIkBEKCoqQn19vdfHExF69OiB9PR05ObmIicnB42NjV4f765gMplMXp/jUiBQ+azVatGjRw8MGDAA6enpAIDt27fj0KFDqKjw/ptLa/MZ+KnSrtPpEBERAa1Wi4aGhhalw5VeLBYLLBZLi9Lyc4KIkJycjNtuuw1JSUlIT0/HunXrAnY9g8GAhIQEGAwGJCUl4dSpUwCAjz76CGVlZZg/fz6OHj0KZrfzugH4SbszZswA8JNuKysr2zy/NRoNgoKCfNatrWLsbbp1Op1HG+hst2tra1FTU9Mi223P888/j8svvxwAMHjwYK/04W/bkpqaivz8fJ9si43Wlmf+wJX+hw0bhqeffrpF+m8tOp0OmZmZGD9+PN55551WnceZ5mxuTEwMJkyY4PM1m8OV/svKygJ2vZbS1jZXEIS2wZtPaSYADzHzXiKKAPA/ItoE4FYAW5j5OSJ6FMCjAB4JXFLbL5GRkRg4cCD69+8PrVaL1atXqxVFV9i+0hIRNBoNDAYDhg8fjokTJ+LAgQMoLS1FRUVFsw1HrVaLQYMGYeTIkejUqZPDPovFgnfeeQdlZWXSoGgFWq0WnTt3xogRIzBq1CgMGzYMFosFZ8+eRUFBgcfKob/y2dbYTEtLUyuXnTp1QnJyMgwGA3bu3InnnvPs7a7VahETE4PExMQmerFYLDh8+DB27twpenFDjx498MADD6B79+6or69HbW1tQK930003Yfbs2YiMjERoaCjOnz8PANi3bx+ysrJw7Ngxj/mk1Wqh1+vRqVMnjBgxArfccouDbqurqwOezzbdRkdHIzExET169MDVV1/toNsFCxbgwoULXp3vkUceQe/evXH33Xc32xDS6XTYuXMnxo8f77Yy7Wy3T5w4gUOHDnm03Z4YNmxYi+IHwrZcd911OHHihNe2xRUtLc/8DRG51H90dDR27drllf79SadOnXzq+W3vNteV/jds2NDm6XBHW9tcQRDahmYbnsp6nUXK/zVEdAxANwCTAIxSon0EYBvaacOzsLAQQGDGaWi1WowcORK//e1vcdVVVwEATp06hTNnzrgsTIxGI2bPno1OnTohMjISSUlJCAsLAzPj9OnTuPnmmzFp0iQcOHAA69evx4YNGxzOYzAY0K9fPzz44IPIyMhAXFycus/+/pgZc+fOxerVq3HvvfeitNTtxMMBwVbpbMueNH/ms61S+Mwzz+DGG29E586d1cqHxWLBzTffjJSUFCxevBi1tbWoqKhw6C1pTT7brt21a1eMHTsWV111FYxGIwYOHKjeW2NjI4qLi9HQ0IAzZ86oz9oZg8GAt99+GxkZGQ73YP+cbL0GJpPpouilOa0EBwdj7NixSEtLw1dffYXs7Ow2r6h9/fXXiIyMxKpVq3D77bcHpAeIiJCWloYHH3wQ+fn5uP322/H9998jKSkJ+/btQ3BwMG688Ubk5OS4PYe9bocOHYrLLrtMzXd73Z45cwZffPEFamtrUVBQ4Lf70Wq1GDBggINuExMTERUVBSJqotuwsDA0NDQ0m58TJ07Ek08+iZycnGbfb41Gg+XLl6O4uBg1NTVu0+lst3fu3Inly5f73Mj6zW9+g8mTJ6vvtDtaa1sMBgNeeOEFl7alrq4O6enpHssQTzRXnjm/i1u3bvXpWbmCiPDBBx9g1KhR+PDDD5voX6fT4eGHH/ao/4uNc/lsn7fO5TPwk82dOnVqk3MVFhbizJkzbVZv2blzJzZu3Ogyn9va5sbFxbWJzRUEoe1p0eABIjIC+CWA3QDilUYpABTD6orr6piLvo5nY2MjunfvjsTEROTl5fntvBqNBjExMZg2bRpGjBiBqKgo/Pjjjzh//rxbF6CBAwdizJgx6NSpEwwGA0JCQlBbW4sVK1bgwIEDMBqNyMzMRP/+/XH8+HGHBkVsbCzGjx+PBx98EP369XOYeMD5yzYRQafT4dprr8Xw4cOxZs2agBUc9uO1LBYLiAjXXnstrr76ahw8eLDN3GP8mc9BQUHo2rUrhg4d2qTBptFokJqaiqSkJJhMJtTU1GDv3r04dOgQCgoKwMw+53NwcDBuuOEG/O53v0Pv3r3Ru3dvGAwGEBFOnjyJI0eOYP/+/aisrER2drZaMXWVtza9TJs2rckkFfZ6ISJotVoHvXz66aeten7ucB7bZ7FYMHLkSFUrmzZtcugB02g0GDt2LF566SUkJiZi3bp1OHLkiEPD2N6NLRDu5TqdDp07d8bq1avx0EMPBazR2bNnTyxatAixsbHo168fzp8/D41Gg/79+yMoKAgAYDabPZ7HXrcpKSkICQlRtWuv27Nnz6Jr166oqanBRx99pOq2Nek3GAy44YYbMG/ePAfdWiwWFBQU4MiRI9i2bZuDbisqKry6bnp6OgwGAzZv3txsD2lISAjS09OxZMkSt3nlym7X1dWpPcu+cPjwYRw/fhwWi8XjPbXWtkRERLi1LT/88APCwsLcliGeaK48c/UuOjc8fX0XbfofPXo0Nm/ejPnz5zfRv9lsblb/gaKmpsar+5k2bZrL8hmAg+uzs811lUeNjY0oLy9vs3pLXV2d23xua5s7Y8aMgNtcQRAuDl43PIkoHMDHAB5k5mqnr3dMRC5LWmZ+F8C7yjkCOyDDDSaTCcHBwZg5cybmzZvnt/NqNBpEREQgOTkZYWFhaGxsRFlZGX744Qe3FY/09HSkpKRAr9cDAOrq6lBYWIg33ngDJ0+eREhICEwmE0aMGIHLL78cSUlJyMvLQ2hoKO68807ce++9iIuLAxGBmVFcXIyioiJs27bN4et+TEwM7rvvPsTExODqq6/Gf/7zH9TV1fnt3gFr4dmlSxcMHz4caWlpaGhowM6dO1FcXIz7778f48aNw+nTp1v0xb01+Cuf9Xo9Bg8ejHHjxqFfv34OFUNbrxwzQ6/X47777gMAFBQU4Msvv8TDDz+MiooKn/K5sLAQXbt2xeTJkzFixAh06tQJwcHBAKwNjh07dmDbtm34+uuvUV9fj5KSEphMJpeVMXu9GAwGMDOqqqpQV1fXRC8xMTGYPn06YmNjVb0EouEZFxeH4cOHIzU1FRqNRtWLvVYeeughB71oNBoMGjQIPXr0gF6vx7XXXosRI0bg448/RpcuXRzc2Kqrq7FmzRoUFRW1Suu2d8uGXq9HeXk5li9fjvLy8lY/B1ckJydj2bJlKCgowF/+8he1ARQaGoprrrlGrZiePn3a7TmcdWvTDtBUt0lJSap2e/TooerW1/fU1piaPHky+vTp46Db8vJyVbvZ2dkOuvW2sRsZGQlmVr0a3KHVavHGG2/AaDTio48+chvPld3Oy8vDDz/84P1Nu7h2c5Vwf9iWqKgot7blzJkz6thWZ9vSXOW9ufLMNrTD/l0ErI0Qmzu1/bv49ttvo76+3itN2fT/hz/8AdnZ2epztNf/hg0bPOo/ENhcmTds2NCs9kJDQ/Hcc885lM/2Ntf+A6yzzTUYDE1slslkwvLly9us3pKXl+c2n0eMGIE1a9a4zOc1a9YgPz+/VWW8s83t1q1bwG2uIAgXB68ankSkh7XRuZSZP1E2lxBRAjMXEVECgLb15WwhZrMZ06ZNw7PPPuuXL3S2L/wxMTGIiooCAJSUlKhj99yh0WhARCAimM1m1NTUIC8vD1VVVTCbzairq8OBAwfQrVs39OzZE6mpqcjLy3P4Qm5r9NfX12PTpk04dOgQtm3bhqqqKvU6iYmJuO+++6DRaJCcnIzw8HC/Njy1Wi2Sk5Px+OOPIyMjAxEREcjOzsb333+P2267DTfccAMMBgN69Ojh9Rd3f9DafNZoNOjUqRNGjx6NYcOGISgoyKFQrKysRFVVFQ4cOICysjLMmDEDwcHBSEhIQGpqKsLDw1FZWelTPtfW1iIzMxNTpkxBWFiYmqb8/HwcPHgQjzzyCKqqqrz6+muvF8CqlX379uH06dNN9JKYmIjrr78esbGxql78jVarxfPPP4+MjAxER0fDZDKperHXSnp6uuruBVgrX2vXrsWUKVOQlpaGuLg4PPbYY8jPz8dnn32G6Ohoh6/vzzzzDIqKirBw4UJs2rQJOTk5Xj0v23ise+65B0ajEYcPH8bHH3+MM2fO4OGHH8bChQuxYcOGgPS42MbvduvWDfPnz0dhYSFSUlIQGRmJiRMnYvLkyWrl0NO9OOsW+KlC56zbrl27YvTo0QgODnbQra/vaUJCgqpdW6PTptslS5Zgx44dXmvXFZmZmfjxxx+xdOlSj/FSU1MxdepUrFu3Dvn5+S7jEJFLu33w4EGfXcz1ej2ys7Nxyy23uL2uv2yL7R5c2ZaGhgY0Nja6tC2e7s2b8szVuzhkyBDMnz8fAwYMaPIu/vnPf8b+/fuxa9cuj++ivf4LCwthNBoBoIn+t2zZ0uY9X9HR0UhNTcXBgweb/UjStWvXJuWzvc1ds+an5c6dba678nn9+vVYvXq13+otANzm88GDBwG4t7l//vOfXebzM888g40bNzabz87YPhxOnDixic2dOXMm3nrrrYDZXEEQLiLM7DEAIFhntV3gtH0+gEeV/x8F8IIX5+KLFc6dO8c1NTVsNBr9cr6QkBBOSUnhW2+9lYuLi7m4uJjXrFnDt956KxsMBrfHzZ07l+vr69lisXBubi4vWrSIJ02axFqtVo0TFhbGQ4cO5RdeeIH/9a9/cWhoKD/55JNcU1PDFouFmZnNZjPv2LGD4+Li2GAwMBExEbFGo2GdTsdJSUlsNpvZYrHwsWPHOCUlxW/PUqPR8OjRo/nTTz/lc+fOcWNjI69cuZJHjx7N/fr142PHjqnpbGhoYJ1O12HyOSwsjIcMGcLfffcdX7hwgS0WixoaGhr4tdde47Fjx3JcXBxHRUXxmjVruLS0lBsaGjgnJ4dTUlJYp9P5lM+ZmZkOxzEzNzY28qJFi3jy5Mms0Wi8uofg4GAHvdi0cs011zjoxV4r//3vfx304s88senFppXi4mIHvdhrJSsrq4leQkJCeP78+dzQ0MAWi4XLysp43bp1DnnjHM6dO8f79u3jWbNmcVxcnMf0abVanjRpEq9cuZLr6uq4rq6Oq6qqeMmSJTxmzBguKiritLS0gGlWo9Hw5MmTubCwkPPy8jgnJ4dzcnI4Ly+PKyoqeP/+/ZyVlcWZmZkez+NOtxaLpYluU1JSVO3a69bXe0hJSVG166zb8PBwr7XrLpjNZp4/f77b/QaDgQcNGsTff/8919TUuM0vIuKQkBCXdrtnz54ebbenYDQa+cKFCx7trL9sS0pKik+2xVMeeFueOb+L69at47q6OrfvoclkavZdtNe/Tfuu9B8bGxuwd9BdyMrK4pqammafn83mOpfP3tpcd7oxGo1+rbcQkdt87tmzp9t8Lisra3U+2wetVssrV67k3NxclzbX0zssQYKEDhP2uGoLetPjORzATACHiGi/su2vAJ4DsJKI/gigAEDT0fHtiDNnziA0NNTnKeadiY+Px5VXXonRo0cjLCwMJSUl+O6773D48GE0NDS4Pa62thYmkwkajQZHjhxBdnY2Dh065PBVr6GhAdXV1aitrYXRaMRll12GiRMnOvSCERF+8Ytf4O6778bBgwdx9OhRhIeHIykpCampqYiNjVW/pns7PsVbOnfujDvvvBPjx48HEWHbtm249957UV5ejuTkZHUMX6CnundFa/KZiJCQkICBAwciKipK/apruw+LxYLy8nKcPn1anSkzNzdXjW+PL/lsNBpRW1uLhoYG6PV6MDOICEajEVdccQV27tyJ2tpaNDY2epy0qWvXrg56sWll9uzZOHjwoKqX/v37q1pJT0930Is/seklKCgI27ZtwzvvvIPt27ererF/xq6or6/HV199hZkzZyIuLg4xMTHIyMhQ9zMzysvLcfbsWej1enTt2hUhISFIS0vD888/j+HDh+Oee+5x+Q6Ehoaq45l69OiBtWvX4vDhw0hNTcWoUaMwcuRIxMbGBnRCE4vFgg0bNuDkyZN45ZVXYDKZMGbMGDAz9u7di1dffRX//ve/PfYiEJFb3QJootvGxkZVu/7AZDI5aNdet6dOncLp06dRW1vrteulPaGhoTCbzVi2bJnL/QaDAe+99x4mT54Mg8GAP/3pTzh06JDLuEFBQYiPj3dpt0tKSjzabk8YDAaP6yD607aYTCafbIsnzxNvyzPndzEjI8Phvu3fxcTERAQHBzf7Ltrrf/78+Rg8eDBiYmJapP9AoNPpMHHiRAQFBeHIkSMedWuzuTZc2dxTp045lM/2Ntdd+VxYWIjKykq/1VuCgoLc5nNJSYkaz5XNtcfZ5hqNxhbb3MzMTDQ0NOCzzz5rYnO/+OKLdj2JlCAIraC5Xkp/BlzElveqVavYbDbz3LlzGbB+oYyNjfXpS3xwcDBnZWXxvn37uKamhktLS3nVqlWcmZnJXbp08XhsWloa79+/n6uqqnjevHnct29f1uv1DnE0Gg3HxsbyhAkTeMWKFdyvXz/OyclRv6Yys/qlsb6+nktKStQvxCUlJVxfX8+NjY1ssVi4qKiIZ82a5fOXfOdARDx06FDOzc1ls9nM3333HU+aNEndn5KSoqbV1vPUlj2e7vI5KirK43G2Z/7BBx/wd999p36JLi0t5S+++IK/+eYbXrFiBV933XUcExOjHpeVlcU5OTlNeiV8yee7776bjUYjL1myhGtqatSvzSaTic+fP8+rVq3iF198kefOncuZmZkcFxfHISEhTZ6vfR7Ya8VkMjnoxVkr9nrxV37Y68WmFfv0pqSkOGhl9uzZLvUSFxfHixYtUr+6278HpaWl/Kc//Yn79u3LQ4YM4aeeesrhnkpLS3nSpEkO74Ber+devXrxjh07+Pz587x582aeM2eO2muk0+l46tSpXFpayvX19W2iXSLi7t27c3p6ukOeFRcX8/Tp092+wzYdOev2m2++UbXrrFudTqdq1x89ngaDQdWus25zc3NV7Trrtjn7q9FoeOLEiZybm+u2xys9PZ1ramrYbDbzp59+6jZecHAwp6Wlqb1Yzna7Nb2ys2fP5nPnzrnsmfK3bQkODvbJttj3iDo/l5aUZ/bvoj3O7+JTTz3Fubm5Lt9Fd/pPT0/nrVu3utR/W7yD9kGn03FOTg4fOHCAg4ODPca12Vzn8tne5roqn20219O77Ut55kn/7vLZWf8tsbne5LOzzZ0zZw6npaW5tLm2+5UgQUKHDi57PL1pLAYD+AbAAQBHAMxTtifDOrttLoAVAILac8Ozb9++3NDQwGVlZZyXl8cNDQ3c0NDAZrOZn376aY6OjvbqPDqdjnv27Ml79uzhc+fOscVi4ePHj3NWVhb36dOnSQXAOYSEhPCLL77IOTk5nJWV1WyFT6vVumxImEwm9R7OnTvn4KKXk5PD3377LaelpTVbYLY0DB48mHNzc9X77tOnj5rOuLg4vv3227m0tFQtfPzZiGlNPlssFo/5HBcXx1OmTOGSkhL12Z44cYJHjhzJwcHBrNVqmxTMRMQvvfQS5+Xl8blz5/jbb79lo9HIOp3Op3y2nd9gMHDPnj158ODBnJWVxXv27OHc3FwHzTY2NqqVmWPHjvGsWbPYaDSyXq9vohd7rbjSy7fffstZWVkB14tNK856sdeKpw8kzu5fno5LSUnhJUuWqO9oXV0dL1myhI1Go+omXlFRwTNmzODQ0NAm15o9e7bqqrxnz56A61av1/OAAQM4NTWVN2/erDZ4TSYTWywWzsnJ4b59+7rUjU27zrqNj49Xteus27CwMFW79rpt7X0YDIYmuj137pyqPWfdLlq0SNWuq3uzVXzDw8Md9mk0Gu7Zs6fq7j9jxgwOCQlxmy6b3Z4zZw7v2bOnxXbbUwgJCeHc3FzOyclx+9HEn7YFgM+2xd1zaWl5ZnsX7cskV++irfxyfhed89um/82bN6uNImf9B/oddA6zZs3iCxcu8GuvvcZ9+vThlJQUty6x9g1P5/LZZnOdy2dvba4v5Zkn/fuSzw0NDa3K55baXH+5FkuQIOGiBp9dbesBXM/MtcokQ18S0UYA/w/AK8y8nIjeBvBHAAu9ON9FwTaDYkxMDAoLC5GWloawsDB8+eWXeOSRR1BWVoa33nqrWZcWvV6PqKgoREVFqe6Q1dXVqK6uRkNDQ7PupQaDAZ07d24y1bqndJtMJlRXV6vbLBYLduzYge3bt8NisaC6uhrbt293mFzIZDI1meTCNuGNr4P1dTodRo4ciYSEBHUB7LNnz0Kr1WLy5Mnq9Oy2CW3Onj2Lr7/+2qdr+Yq7fH7sscc85nPXrl0xYMAAREREQKPRoL6+HmfPnkVhYaHL5RuICMHBwUhJSUF4eDhqampw8uRJnDt3DhaLxad8tlFfX69On3/06FEsWbIEUVFRmDRpEsLCwjBq1CgkJiYiJiZGdameP38+jhw5gieeeEJdhsGGvVYANNGLyWRCcXFxk2VMWqMVoKlebFrp3LkzRowYoeoF+Ekrntzp6uvrsX37dmRmZqJnz54ejztx4gSeeuopAMDNN9+M4OBgTJ48Gbm5uRgwYADGjRuH//znP/jkk09cTurRrVs3dZKcbdu2+fwMvMFgMGDo0KF4+umncd999+HVV1+FwWDAgAEDkJaWpi550L9//ybuZzbX4gEDBjTR7dmzZ5u4jtp0m5CQoGp3z549qm5bS319Pfbu3eug25EjRyIqKgphYWGYOXOmg26NRiPGjx+PI0eOYNq0aSgtLVVtaGpqKn7729/CYDBg3rx5+PLLL3H06FFMmDABV111Fa699lp07twZN910E9auXevR9trsdnx8PKKiolpstz0RHx+PhIQEHD161OV+f9sWIvLZtjjja3lmexcfeughdZurd9FsNrt8F2fNmqUumWKv/1deeQW9evXCmTNnmui/LSepA6yTIxkMBtxyyy0YO3YsAGveTJ06tckEOvZltHP5DFhtrv2sti2xub6UZ87Y69+XfM7MzESvXr0AtDyfX375Zdx5550tsrn2br+CIFxitNBVNhTAXgBXAigDoFO2XwXg8/bc4xkSEsJ5eXlssVh43rx56vYZM2ZwcXExNzQ08KxZs9y6I9mCzVXr/PnzbDKZuLS0tEUTUwQHB/P8+fO9/lptS7t9T09jYyO/8sorHB0dzTqdrtnjiYjj4uI4MzOTH3jgAZ+/Jtrc82w9F6+//joPGDCAp0yZwsXFxdzY2Mgmk0n9Sp2Xl8djx461LbVzUfNZq9V6zOfZs2fzt99+q/ak5ebm8vz58932ohiNRp4+fbo6Yc6qVat4ypQp6nl9yefmgl6v55CQEO7ZsydPmTKFV65cyXv27OGSkhLV7Xrfvn28fPly/uSTT1TXJ5tW9Hq913qx14qv+eesF5tW/v3vfzvoxV4rsbGxHq8XFham9rTYJkJy1wthm0jj008/VeOfOHGCGxsbed++fW4nr9Dr9Xz8+HG156K5SX1aG2688UbevXs37969W3X/12g0rNfrOSEhgV9//XW+cOECP/HEEy51aK9db3Vr65lobGx00G0ggk6nU7XrrFubRuvr63nRokXcq1cvJiK1t9O+98jmIn7u3Dk2mUzc2NjI+/fv9yrtNrt94MABPn/+fIvttqeQkpKiTozlar+/bQsAv9mW1pRnYWFhDhPMtORdPHHiBM+YMYMNBoOD/jUajdpD66z/thyyAYDz8vL49OnTfPz4cZ46dSpPmTKFX3rpJa6pqeElS5a4nHTJuXz21uY6l8/2NtCX8syT/n3JZ19t7okTJ/j5559vsc1t7WRkEiRIaBfBZY+n+9kQ7CAirTKxUCmATQBOAKhkZtvI8TMAurk59g4i2kNEe7y5VqCwLcYMwGGSnqVLlyI5ORkbNmzABx98gGXLljmsrWaPRqNBr169kJqaiqCgIDAzamtrWzQxhdlsxrlz51o02Y/tq+OpU6cAWJd+mDRpEu6//36PExNotVp06dIFQ4YMwfPPP4+FCxfi6aefxuzZs72+tjMWZZ05rVaL6dOn49NPP8Wbb76Jzp07o7y8HGvXrsXGjRtx4cIFdOvWDW+//TaGDBmClJQUl8F50oLW4i6fzWazx3wOCwtDaGio+ruyshLFxcVNviTrdDoEBQVh0KBB+NWvfgWDwQCz2Yy8vDzk5eWpX6t9yWdv7q2urg6nTp3C9u3bsWzZMixbtgw7duxAfX099Ho9UlJSMHToUDQ0NKC4uBhEpGolMTHRa73Ya6VTp04+p9leLzatTJ482UEv9lqZP3++R72EhITgq6++gsViQV1dHXbt2qUuMeEMM+PkyZNYunSp2vNg60VasGCB28kroqKiEB0drfY+HDlyxOf7bw6j0YiXX34ZGo0GM2bMQFlZmTpxlNlsxtChQ5GRkYFjx45h7dq1TY7X6XQO2vVWt1deeaWDdgO5ZIHJZFK166zb8vJyVbvDhw/HsGHDYDAYkJycjKlTp+LChQt48cUXodPpEBcXh169eqGoqAirV6/G1KlTMWzYsGbTbm+34+PjERQU1GK77YnIyEgA1qUvXOFv2wLAL7alteVZXV2d+l619F00Go144IEHcPXVVzvo36Z7V/r3py31htjYWNx///2466678PHHH+OTTz7BE088gfPnz2Py5Mno1u2nKo+tjAYcy2dvba5z+Wxvc30pz+xx1r8v+fzVV1+p/7ckn1NSUrBu3boW29y27NkWBKFt8WodT2Y2A0gnoigAnwLo5+0FmPldAO8CgPIV76JgMpmwY8cODBkyBOPHj8ejjz6qFgZ1dXWYPXs20tLSMHHiRPz61792cIuxodFoYDQa1ZlbbbML1tTUeO2uZWvxt8SwWiwWbNmyBUuWLMGcOXMQFhYGo9GIOXPm4MiRIzh48CDOnj2LyspKNQ16vR7jx4/H1KlTMXjwYHTr1g0GgwEmk8nn2QFt7rWVlZXo0qULYmJiEBMTA7PZjNWrV2P58uX48ssvERERgaysLEyePBlGoxErV6506QrEzHj11Vfx7rvv+q3i62s+HzlyBMeOHUPfvn3V2RT37t0LjUaDLl26IDo6GuHh4Rg5ciQiIyMxYsQIDBw4EAUFBTh48CA2btyIgoICh3traT635B5LS0uxZs0aaDQaLFmyRF0js0uXLkhOTobBYEBJSQl69+6N8+fPY86cOUhPT8fSpUtVvZw9exaAVSsJCQkYPHiwqpe4uDhVK/7SS0pKCsxmM8rLy7Fjxw5VLy+++KKqlcsuuwwjR45sohdmRkNDg8P6nLt378azzz7rcYFxs9mMQ4cOwWKxQKvVgohw7NgxDBs2zO192RoKzOzwnPyNTqdDZmYm4uPjsWTJEpw5c8Zhv8FgwLXXXotu3brhrrvucllpq6qqUrXbp08fB92GhIQgPDwc0dHRGD9+vINuo6KiVO3a6zbQOOs2IyMDo0aNQkZGBnr16oWsrCycP38ef/vb3xAcHIzFixfj5ZdfxgMPPACDwYCFCxfikUcewYULF7x+t+ztts3dtaV22x06nQ7XXnstdDqdw1AHe/xtWwD4xba0tjyzWCzIycmBRqPBrl27WvQu6nQ6dO3aFbfddpvX+m9LdDodtFot9u3b5zBkpa6uDm+99RYefvhhTJo0Ca+//jpMJpNaRp87d86hfLa3uSdPnnQon+1t7sSJEx3KZ3vb5M96S0REhNoQbkk+79u3Dzk5OS3OZyJCcnIyFi9e3CKbKwjCpYtXDU8bzFxJRFthda2NIiKd0uvZHUBhIBLoL3Q6nboEg6tp7/Pz8/HWW2/hhRdewKxZs/DZZ5+5bAxFREQgPDxcXSSamdVxhYGkvr4e+/fvR1FREXr16gUiQmhoKKZPn44BAwaoS2TY0hwZGYlp06bhmmuuQUxMjMP0/efOnfMpDbYC6MiRI7jyyisBAEVFRdi7d6+6nIrZbEZpaSnmzp2L77//HjfddBP69++vnoPZupi9rZF8/Phxvz47X/P51KlTyM/Ph8VigUajQUJCAvr06YOioiL84he/QFpaGiIiIjBq1CiEh4ejc+fOCAsLw+eff47Nmzfj0KFDDuNw/YFGo4FWq1XHx9ny0GQyoaSkRG2cVVRU4PHHH8fu3bvx9NNPIzo6GgkJCSgpKUFdXR2YGaGhobjqqqtgsVhUvdiWnIiMjMSoUaNw1VVXqXoBftKKrx8FnPVi08qKFSvU3i6z2eygld69e6N79+7qOew/qBw7dgzHjx9HXl4eBg0a5HFJGXts6Wdm6PV6JCYmesyrgoICLFy4EBMmTMCzzz6LK664Ahs2bPDpGTRHp06dUFpaivXr1zuM99Lr9Rg8eDDGjh2LiooKbNy40WWlrba2VtWubckOm27DwsKQlJSkVkztdWtbLmHz5s1tplvAujyEvW4//vhjbNq0Cbt378Ybb7yBHj164B//+AfGjBmDL774Ao888ghKS0vxzDPP4Mknn8RvfvMbvPfee+pi995is9u2pV78ZbeTkpIwatQoj3Hao22x0drybNCgQQDQ4ncRsI7pmzZtGn744Qev9N+WREdHo6SkxOVYw/Xr12PWrFmIiIhw2F5fX9+kfLa3ucuXL3con+1trm28riub6896i16vV6/TknzOz8/HwIEDW5zPer0e/fr1a7HNHTlyJLKzs71KmyAIHYtmG55E1AVAo9LoDAEwFsDzALYCmAJgOYBZANYEMqH+wDZ43x0LFy7EzJkzkZGRgcTExCaT8wDWyQVsFRcAbeYSYjab8fnnnyM8PBxZWVlITk5WXXomTJigNuZs6PV6JCUlqYWVxWJBfX09cnJysHfvXp/TUVhYiPvvv1+dbCE7OxunT5/Gjz/+qMZhZuTn5+OFF17A6tWrkZmZqe6z9YLZGsl5eXl+f4a+5HNVVRWqqqqs/ucaDcaMGYMrr7wSlZWViIyMRFRUFIgIGo0GjY2NyMnJwffff4+5c+c2mSTCHxgMBkRERCAmJgYDBgyA0WhU3a9cTSal0+lQXl6OCxcuqL2tmzZtwvr16/H4449Dq9UiLi7OpV70ej3i4+Md1iKsq6tTtdKa3mh7vdi0UlFR4XBOe62MHj3awc3M/oNKVVUVysvLva782DCZTKirq0NISAhiY2Nx4MABj8czM9avX4/s7GxkZ2dj06ZN2Lx5c8DWETSZTE16y2688Ua89tpr+PHHHzF16lSUlpa6PLaxsVHVrrNubW64UVFR0Gq1Dro9dOgQFi9e7NLls7XYPCGcdQtYK+3296rRaKDRaFBeXg5mRq9evdT1gadPn67e9/PPP48ePXogMzMTH374Ie6991589dVXXlecbXYbaF1v4ezZs5Gbm4tNmzbhwoULmDlzJsaNGwez2YzTp0+7PKa92RZ7WluetdT91fYuhoaGqrYgMjLSZ/0HisjISOzdu9flOz9w4EAEBwdj/fr1DvdvNpsxb948h/LZ3ubecsstalxnm+tcPtvbR3/WW2z4ov+W5LUtn2NjY5GUlNRim7t48eJmJ5sTBKFj4k2PZwKAj4hIC0ADYCUzryeiowCWE9EzAPYBeD+A6fQL1dXVHisq58+fx5o1azBnzhyX+y0WC/bu3YvLLrsMZ8+exdGjR7Fp0yacPn26RUbZloaWfm2/cOECli5dihUrVmDEiBHIyMjArFmz1PER0dHRatzGxkasXr0au3btwtatW3H69GmcPXu21eNkGhsbcfjwYRw+fNir9NoWz25LfMnnyspK7N+/HwUFBUhISEBYWBgMBgNiY2PBzKivr0dNTQ0KCgpw5MgRLFiwAEVFRR4rRL7ms1arxV133YVp06Zh8ODBqouorTKi1WrdNga1Wi1MJhOOHj2Kr776Crt27UJ2djYyMjJw/fXXIzExsYleGhsbUVRUhP3796t6OXjwoF/GVHmrl0BqJT8/H507d4ZOp0N4eDiys7MRFBTkdmyTVqtFZWUlLr/8ctx2221qr46/YWZUVFQgPj4eWVlZmDdvHvLy8hAbG4vXXnsNf/3rX7FixQqPDQ+LxaJq1+bmZ9Ot7Rr19fU4cOCAg26rq6sD0qDRarVYt26dS90CwOOPP+722F/+8pd45ZVX8NZbbyElJQVbt25V95lMJtxxxx34+9//jvfffx8bN25ETk4Ohg8f3uwYNWe7DQCvvvpqi+12ZmYmXnrpJQDWcXf79u3DiBEjoNfrsWfPHreV5PZkW+zxV3nWEmzvYnh4OM6fP48777wTTz/9tKr/6upq3HjjjZg3b55X+g8EOp0Ot9xyCx5//PEmjaWQkBD8/e9/x9KlS11+wHUun+1tbnJyshrP2eYuXrzYbfncXuotLcGWz1FRUThx4gRKS0tbZHM9NbQFQejYNNvwZOaDAH7pYnsegCsCkahAYDKZ8Nlnn2HIkCFu48TGxmLGjBm4cOGCy0qExWJR3ROPHTuGEydO4NChQy2anIKZ1clhTp065dMYI5PJhOzsbHz99dfYtWsXUlNTm7jhVFdX45///KdfGpsdCV/zuby8HJs2bcJf/vIXDBo0SHVN1Gg0qK6uxvr163HkyBHs3bsX1dXVag+NO1qTz8yMEydO4ODBg4iKigJgdan87LPPEBYWhpEjR7qd8Mfmhjt37lzs2bMHDQ0NqlbefvttDBo0qIleqqur1d7IS1UvtvFrFy5cQJ8+fZCdnY0vvvgCK1asQGJiIrRaLWpqajBs2DCkpaUhIyNDndxlxYoVAfnybjabsWzZMowZMwaTJ09GeHg4XnvtNfz+97/H559/rk7S5QmLxaJqd/78+Q66tVgsqK2txfr167FkyRKvdNtamLmJbrOzs9VG8cSJE90ee+edd+K5557DzTffjCeeeMJlnPz8fCxYsAAvvvgi+vXrhwULFuCee+7xmCZnuw0Au3bt8nlSIdtyJmPGjAEAlJWVOfRmOeNv2wKg1WUI4J/yzBdMJpPqbeGs/8rKSowbNw4bN270Sv+BgogQERHh4CZuMBgwZ84cFBcXqxMJucK+fPaHzW0P9RZfMJlMKCsrw4cffojXX3+9ic09f/486urqcN111zWxuX369JHeTkG4RPF6jKfS47kHQCEzTyCiZFjdbDsD+B+AmcwcWEvWSpqrUM+cORPJyclYsGABiouLXcYpKipCbW0tDh06hNraWtTU1LSo0GdmdTa5H3/8scXH27DN6rlmzRqXEwoALXeDulTwJZ9tPQ+7du3CyZMnUVNT41A53LJlC4qLi1FRUaHO1OqJ1uSzxWLBpk2b8PXXX6sVeJPJhMLCQuh0OsTHxztUiFzdv/1YOmZGXV0d8vLykJ+f71IvPyetvPfee3jyySdx11134eabb0ZYWBiICI2Njer6kraega1bt+LNN98MWFrKysqwZcsWDB06FOPGjcOQIUMQHR2N9PR0B/d1T9i0u3r1agfd2hqeW7ZswalTp7zSbWuxWCx4/PHHHXRbUlICk8kEnU6Ht99+2+2xRqMRdXV1mDdvnke3vPXr12PXrl2IioryWrf2dtv2u6XPYseOHWoD2oZtWIEr90b7OP60LQD8UoYArS/PWouz/k0mE4qKivDss896rX9/Y7FY1EmdKioq1G02t/Dhw4c36/prK5/9YXPbQ72lNeTn57u0uSaTCWazGfHx8U1sbltOeCYIQhvT3Nqbdmtw/j8A/wKwXvm9EsA05f+3AdztxTku6poygwcP5qqqKn733XddrhM1d+5crqmp4YkTJ3o8j/1aY76kg4hYo9G06fqWP6fgj3y2rb3mzRpsgcpnjUbjMg3OaXMOgVyT8VIIBoOBBw0axIsWLeKcnByHcOzYMV61ahVnZmZyz5493a616M+g0Wi4S5cuPHjwYH7iiSdatW6oKz209fN1p1t36Wsr3drsdmuuM2jQIP7mm29UvXzwwQfcq1evVuWRL+nwZxnS2vLMH9e36T8zM5Pj4uIuSjrsQ1xcnINdWLVqFWdlZfHgwYPbPC3tpd7SmtDebK4ECRLaJLhcx5O8+epFRN0BfATgWVgboBMB/AigKzObiOgqAE8x8w3NnKf5iwUQvV6Pbt264fTp0y7HyMXExKBTp04oKCho06++gn+RfBa8wdaD4UxLJy/yJzqd7qJeX2gee28DySv/Yuupbw+0l3y+lMqz9mhzBUEIGP9j5qHOG71teK4C8A8AEQDmALgVwNfMnKLsTwSwkZlTXRx7B4A7lJ/uByoIgiAIgiAIgiAIHR2XDc+mn56cIKIJAEqZ+X++XJWZ32Xmoa4uLgiCIAiCIAiCIFz6eDO50HAANxLRrwEEA+gE4FUAUUSkY2YTgO4ACgOXTEEQBEEQBEEQBKGj0myPJzM/xszdmdkIYBqAL5h5BoCtAKYo0WYBWBOwVAqCIAiCIAiCIAgdlmYbnh54BMD/I6JcWJdUed8/SRIEQRAEQRAEQRAuJbxax5OI8gHUADADsC0qVQmgCkA0gCgAoQBkxV9BEARBEARBEATBgZb0eF7HzOl2kwQ9CmALM/cGsEX5LQiCIAiCIAiCIAgOtMbVdhKsa3tC+Tu51akRBEEQBEEQBEEQLjm8bXgygP8S0f+UdTkBIJ6Zi5T/iwHE+z11giAIgiAIgiAIQofHqzGeAK5h5kIiigOwiYiO2+9kZiYidnWg0lC9w9U+QRAEQRAEQRAE4dLHqx5PZi5U/pYC+BTAFQBKiCgBAJS/pW6OfZeZh9qNDRUEQRAEQRAEQRB+RjTb8CSiMCKKsP0P4FcADgNYC+v6nYCs4ykIgiAIgiAIgiC4wRtX23gAnxKRLf6/mPk/RPQtgJVE9EcABQCmBi6ZgiAIgiAIgiAIQkeFmF0OzQzMxYhqAOS02QUFwX/EAii72IkQhBYiuhU6IqJboaMi2hU6IoHQbQ9m7uK80dvJhfxFjoz1FDoiRLRHtCt0NES3QkdEdCt0VES7QkekLXXbmnU8BUEQBEEQBEEQBKFZpOEpCIIgCIIgCIIgBJS2bni+28bXEwR/IdoVOiKiW6EjIroVOiqiXaEj0ma6bdPJhQRBEARBEARBEISfH+JqKwiCIAiCIAiCIAQUaXgKgiAIgiAIgiAIAUUanoIgCIIgCIIgCEJAkYanIAiCIAiCIAiCEFCk4SkIgiAIgiAIgiAElP8PFHHfd7DTLiUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Test\n",
    "\n",
    "X, Y = next(iter(dataset.test_dataloader()))\n",
    "for i in range(10):\n",
    "    x, y = X[i], Y[i]\n",
    "    sentence = convert_y_label_to_string(y) \n",
    "    plt.matshow(x.squeeze(), cmap='gray', vmin=0, vmax=1)\n",
    "    plt.title(sentence)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## See predictions of a trained model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA54AAABjCAYAAADza9+9AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Il7ecAAAACXBIWXMAAAsTAAALEwEAmpwYAAAafklEQVR4nO3de3BV1d3/8ff3nBND5JKQCCkGJIBcfkohoI8KVbR4Q5EK1VFbrWh1mPrDsbb4II+jFS+dttPnJ9rq1B+tUqzUS7UiVtGCBR/bIjWI3IxoxEQIcku4hFtCcr7PH2cnTUIgJ5cTcvDzmlmTs9dee+91mOU236ybuTsiIiIiIiIiiRI61hUQERERERGR45sCTxEREREREUkoBZ4iIiIiIiKSUAo8RUREREREJKEUeIqIiIiIiEhCKfAUERERERGRhFLgKSIi0k7M7BQz22tm4WNdFxERkfakwFNERI5bZnaumf3TzHabWZmZ/cPM/uNY1cfdv3D3Lu5e3Vb3NLNcM/MgoK2brm2rZ4iIiLRW5FhXQEREpK2ZWTZwAPgLcBvwInACcB5QEZTpClS5+4FjVc+WMjMDTnL37XWyM9y9qpGyPYAd7u7tVkEREZEG1OMpIiLHBTPLMLPbzOxfwO+BQQDu/py7V7v7AXf/q7uvDi4ZCmw2s/9vZucc5b43BT2ls8xsl5ltMLPRQf5GM9tmZpPrlB9vZivNbE9wfmadczW9k5HgeKmZPRTcv9zM/mpmJx2lLv3N7AHgc+D7cf7TfB/43MweMLN+cV4jIiLSphR4iohI0jKzkJldYmbPAcXAJcBPgW8BnwDVZjbXzC4zs+51r3X3ZcBI4Evgj2ZWYGbTzaxXI486G1gNZAF/BJ4H/gM4FbgBeNzMugRl9wE3AhnAeOA2M5t4lK/xXeBmoCexXtm7GnzHE83sRjNbArwflLvW3X/R5D9Q7Hv+ArguuC7fzJaY2ffM7MR4rhcREWkLCjxFRCQpmdntQBHwc2AZMMDdJ7n7q+5+yN33AOcCDvwW2G5mC4JhuAC4++fuPhMYAPwAGAJ8ZGZ/MbNT6jzuc3efE8zNfAHoAzzo7hXu/legklgQirsvdfc17h4NelefA84/yleZ4+6fBEN+XwTy6nzH3wGbiAWOvwFOdvfb3H15I/fZEfTI1qT/U+d7vufutwEnB/f5DrApuL+IiEjCKfAUEZFk1Q/oDnwIrAJKGxZw9wJ3v8ndexMbWnsy8Ggj5Rz4KLjPJuB0oHOdIlvrfD4QXNMwrwuAmZ0d9CpuN7PdxALaIw6fBbbU+by/5j6BocSC2g+B1e5ecZT7nOTuGXVSQSPfs4JYz+2HwX2HHuV+IiIibUaBp4iIJCV3n0asp3It8Gti8xgfMrOBRyj/MbG5n7XBlpmlmtnVZvYa8ClwBnAH0L+xwC1OfwQWAH3cPR14ErCW3MjdzwG+SWwxwL+Z2b/M7HYzy2rOfcwsK7juX8DfgDDwzeD+IiIiCafAU0REkpa7b3P3R9x9GHAVsXmVy8zsaTMbYmbTzKw3gJn1ITbE9L3geBix+Z0/BOYTCxRvdPclrVwBtitQ5u4HzewsYnM4WyzotZ1ObHjvA8SG7RaZ2S3xXB+UKwque4DY97y7FYG1iIhIs2k7FREROS64+wpghZlNIzZPspzYokA/NrMMYBex7VX+M7hkG3CWuxe2cVX+L/D/zOxx4B1i8zYzWnvTYH7p68DrZpYJfK1BkV2xXVZq/cTdHyE2/7Wvu5e1tg4iIiItZdrWS0RERERERBJJQ21FREREREQkoRR4ioiIiIiISEIp8BQREREREZGEUuApIiIiIiIiCaXAU0RERERERBKq3QJPMxtnZuvNrNDMZrTXc0WaYmZ9zGyJmX1kZuvM7IdBfqaZLTKzT4Of3YN8M7NfBW15tZmNPLbfQL7KzCxsZivN7C/BcT8zWx60zxfM7IQgPzU4LgzO5x7TistXmpllmNlLZvaxmRWY2Si9c6WjM7MfBb8nrDWz58ysk9650hEFe1lvM7O1dfKa/Y41s8lB+U/NbHJr69UugaeZhYEngMuA04DvmNlp7fFskThUAdPc/TTgHGBq0D5nAG+7+0Dg7eAYYu14YJCmAL9p/yqL1PohUFDn+BfALHc/FdgJ3BLk3wLsDPJnBeVEjpXHgDfdfQgwnFgb1jtXOiwzywHuAM5096FAGLgOvXOlY/o9MK5BXrPescF+0fcT2w/7LOD+mmC1pdqrx/MsoNDdN7h7JfA8cGU7PVvkqNz9S3f/IPhcTuwXoBxibXRuUGwuMDH4fCXwjMe8B2SYWa/2rbUImFlvYDzwu+DYgLHAS0GRhu22pj2/BFwYlBdpV2aWDowBngJw90p334XeudLxRYA0M4sAJwJfoneudEDu/j9AWYPs5r5jLwUWuXuZu+8EFnF4MNss7RV45gAb6xxvCvJEOpRgKMwIYDmQ7e5fBqe2ANnBZ7Vn6SgeBaYD0eA4C9jl7lXBcd22Wdtug/O7g/Ii7a0fsB2YEwwT/52ZdUbvXOnA3L0E+G/gC2IB525gBXrnSvJo7ju2zd+9WlxIJGBmXYCXgTvdfU/dc+7ugB+Tiok0wsyuALa5+4pjXReRZooAI4HfuPsIYB//HvIF6J0rHU8wxPBKYn84ORnoTCt7f0SOlWP1jm2vwLME6FPnuHeQJ9IhmFkKsaBznrv/OcjeWjOcK/i5LchXe5aO4BvAt8ysiNj0hbHE5s1lBMPAoH7brG23wfl0oLQ9KywS2ARscvflwfFLxAJRvXOlI7sI+Nzdt7v7IeDPxN7DeudKsmjuO7bN373tFXi+DwwMVv46gdhk7AXt9GyRowrmXDwFFLj7I3VOLQBqVvCaDLxaJ//GYBWwc4DddYYuiLQLd/8vd+/t7rnE3ql/c/frgSXA1UGxhu22pj1fHZRXj5K0O3ffAmw0s8FB1oXAR+idKx3bF8A5ZnZi8HtDTbvVO1eSRXPfsW8Bl5hZ96DH/5Igr8Wsvf4bMLPLic1HCgNPu/tP2+XBIk0ws3OBd4E1/Huu3D3E5nm+CJwCFAPXuHtZ8D+cx4kNsdkP3Ozu+e1ecZGAmV0A3OXuV5hZf2I9oJnASuAGd68ws07AH4jNYS4DrnP3DceoyvIVZ2Z5xBbFOgHYANxM7I/heudKh2VmDwDXElsNfyVwK7E5b3rnSodiZs8BFwAnAVuJrU47n2a+Y83s+8R+Jwb4qbvPaVW99McXERERERERSSQtLiQiIiIiIiIJpcBTREREREREEkqBp4iIiIiIiCSUAk8RERERERFJqHYNPM1sSns+T6StqO1KMlK7lWSkdivJSm1XklF7tttWBZ5mNs7M1ptZoZnNiOMS/QcpyUptV5KR2q0kI7VbSVZqu5KMOn7gaWZh4AngMuA04DtmdlpbVUxERERERESOD5FWXHsWUFizGa6ZPQ9cCXx0lGvOMDNtHCpJSW1XkpHarSQjtVtJVmq7kowS0G53uHuPhpmtGWqbA2ysc7wpyKvHzKaYWb6Z5bfiWSIiIiIiItLxFTeW2Zoez7i4+2xgNuivQCIiIiIiIl9FrenxLAH61DnuHeSJiIiIiIiI1GpN4Pk+MNDM+pnZCcB1wIK2qZaIiIiIiIgcL1o81Nbdq8zsduAtIAw87e7r2qxmIiIiIiIiclxoMvA0s6eBK4Bt7j40yMsEXgBygSLgGnffmbhqioiIiIiISLKKZ6jt74FxDfJmAG+7+0Dg7eBYRERERERE5DBNBp7u/j9AWYPsK4G5wee5wMS2rZaIiIiIiIgcL1q6uFC2u38ZfN4CZLdRfUREREREROQ40+p9PN3dj7Y/p5lNAaa09jkiIiIiIiKSnFra47nVzHoBBD+3Hamgu8929zPd/cwWPktERERERESSWEsDzwXA5ODzZODVtqmOiIiIiIiIHG+aDDzN7DlgGTDYzDaZ2S3Az4GLzexT4KLgWEREREREROQw5n7E6Zlt/7CjzAUVSE1NpWvXrnTp0oUtW7Zw8ODBNrlvJPLvqbzRaJRoNNom9xUREREREWlgRWPTLJtcXMjM+gDPEFu51oHZ7v6YmWUCLwC5QBFwjbvvbMsad2ShUIjU1FSys7NrA7vdu3dTVlZGdXV1i+55ySWXcMUVVzBixAheeeUVfvvb37Jjx44W17Fnz5587Wtf48ILL6Rr166Ul5fz2WefsXjxYvbv39/i+4qIiIiIiDRHPKvaVgHT3P0DM+sKrDCzRcBNwNvu/nMzmwHMAO5OXFVbLhwOtzgYbKgm4Bw3bhyjR4/mggsuoFu3bkSjUdasWcO8efNYsGAB4XAYd2/Wc/Py8hgzZgyDBg2id+/efPLJJ8yfP79FdU9NTWXMmDEMHTqUCRMm0KVLF/bs2cO6desoLi5m1apVzb6niIiIiIhIi7h7sxKxhYQuBtYDvYK8XsD6OK719k6nnnqqr1u3zn/0ox95JBKpdy4Y+ttkSk1N9eHDh/ucOXN8y5YtXlFR4Rs2bPANGzb4/v37PRqN1ksbN270ffv2+ebNm33y5Mmempoa13Nyc3N9woQJfu+99/qkSZM8Nzf3sDo3ldLS0nzAgAH+hz/8wauqqvzgwYNeVFTkRUVFXllZ6e7uBQUFzb6vkpKSkpKSkpKSkpJSHCm/sViwWft4mlkuMAJYDmS7+5fBqS3EhuI2ds0x3cczPT2dtLQ0unXrVpsXDofp06cPp556KosXLz7q9Z06dWLSpElMnz6dIUOGEIlEKC4u5tprrwVgwoQJ3HjjjeTm5tZek5OTU3vt1KlTeeeddygqKmqyrkVFRXzxxRcsXLiw2XMxzYxOnTpx1VVXcemll3LVVVexdu1aPvzwQ5588kk6d+7MrFmzGDhwIOFwOO77ioiIiIiItFbcgaeZdQFeBu509z1mVnvO3f1ICwe5+2xgdnCPRsskSiQSYcyYMWRnx2LiUChEz549Oe+887jhhhsYOXIkgwcPPuIiPuFwmEsvvZQHHniAAQMG4O688847/PrXv2bFihUArF+/Hndn2rRpdOnSBYgFgTVOOukkMjMz4wo8oeWL/2RlZTF69GhmzpxJTk4O5eXl3HTTTWzevJkdO3aQmprKokWL6Nq1a7PvLSIiIiIi0hpxBZ5mlkIs6Jzn7n8OsreaWS93/9LMegHbElXJ1ujWrRspKSmEw2H69+/P3XffzWWXXUZWVhZmxsUXX8zrr79+WLAXiUTo3r07119/Pf369cPMOHjwIAsXLuSNN96oLbd3717mzp0LUNvzWTfwzM7O5vzzz2f16tVUVVUl7HtmZGQwaNAgsrOzSUlJYfPmzRQWFnLgwAGi0ShVVVXs27cvoXUQERERERFpTDyr2hrwFFDg7o/UObUAmExsD8/JxOZ+digpKSm1PXxjxoxhxIgRjB07llAoREFBAaWlpYwcOZI333yTaDSKmXHCCScwePBgLrzwQpYtW8bXv/712qGpW7duZcmSJVRWVtZ7TlFREb/85S8pLCzkwQcfpH///vXqUHeYb1tLTU2lV69e3HzzzYwaNYqDBw/y/vvv89hjj7F3797acu5ONBqtmWsrIiIiIiLSbuLp8fwG8D1gjZl9GOTdQyzgfNHMbgGKgWsSUsNWyM7O5oILLiASiXDuuefi7pSWlrJw4UIee+wxIpEIM2bMICMjg507dzJy5EjOOOMMpkyZwqBBg3j88cfp2bNn7f0OHTrE7t27G33W/v37mT9/Pnl5eUybNg0zq9fzGY/c3Fz27t1LaWlp3AFieno6w4cPZ/z48eTk5LBnzx7WrFnD8uXLm/VsERERERGRRGky8HT3vwNHiqAubNvqtJ2UlBRyc3PJzMwEYvM7t27dyn333ceCBQvYvn07aWlp5OXlMWjQIHr06MGUKVM4++yzSU9Px92ZNWsW7777Lm+88UbtENWjLcxz4MAB/vnPfzJt2rRm17dTp07MmzeP1atXc++991JaWtrkNWbG5ZdfzsSJExk6dCjuztKlS1m6dCnbtnXIkc8iIiIiIvJVFMcWKJ2AfwGrgHXAA0F+P2Kr2xYCLwAndKTtVAYPHuzr16/3aDTqFRUVfv311/uJJ55Yr8ygQYM8Go16dXW1V1RU+OLFi/2uu+7yYcOGeUZGhmdnZ/uf/vQnHz58eO197rvvvqNuRdKpU6faLVbc3aPRqBcWFvqECRM8FAo1ek04HPZbb73VN2zY4I888shh9TxSys3N9X379nl1dbWvWrXKH3roIe/Zs6enpKTUKxcKhbxHjx7+8ssv+/bt2/2TTz7RdipKSkpKSkpKSkpKSolIjW6nEqJpFcBYdx8O5AHjzOwc4BfALHc/FdgJ3BLHvdpFp06dGDVqFN27dwfg448/5qWXXmL//v21ZVJTUxk1ahQAlZWVvPHGG/zsZz/jV7/6FatXr2bXrl0sX76cZ599lr59+xIOhzEzIpHIUYfQHjx4kC1bttTL69OnD3l5eYRCjf9zV1dXs3LlSrKzsxkzZky94b1HE4lEiEQiVFZWsnLlSlasWEFZWRmHDh2qVy4UCtG5c2dyc3Pp3Lmz5nmKiIiIiEi7imeorQM1q9SkBMmBscB3g/y5wEzgN21fxeYJhUJcfPHF3HPPPWRlZbFv3z5efvllKioq6pXr1asXU6dOpaKigvz8fGbOnMnatWuprq6uLVNRUcH8+fNrA7VoNEpeXh59+vRhw4YNR6xD3cCvZq5neno6KSkpja4qW1OmZjGkSCT+7VW3bdtGfn4+Dz/8MCUlJY3ePyUlhaysLDIzM4lEIqxdu7ZFW7aIiIiIiIi0RDw9nphZOFhYaBuwCPgM2OXuNVHOJiDnCNdOMbN8M8tvg/o2KRQKkZeXR9++fYlGoyxevJhnn332sHKRSIT09HTeeustbr/9dj766KN6QWdaWhrdu3enuLiY1157jaqqKkKhEGPHjmXSpEnNqlMkEuH888+v3U+0oaysLKZOndq8LwpUVVXx8ccfk5+fz+bNm4+4H2mXLl3Izc2t3We0qKhIgaeIiIiIiLSbuLrW3L0ayDOzDOAVYEi8D3D32cBsADNrlzGee/fupby8nC+++II5c+ZQXFx8WJmqqio2bdrE008/fVhPZ2pqKhMnTiQjI4O///3vrF+/nosuuohIJEJaWlrtEN3G1ASsDXXr1u2IPZkZGRmcc845tVuexKukpIRbb72VvXv31htG3FB6ejqnn346GRkZAJSXl8f9DBERERERkdaKf0wn4O67zGwJMArIMLNI0OvZGyhJRAWbq6qqildeeYXy8nLee+89Pv3003pBZY2SkhLuuOMOCgsL6503M4YMGcL06dMpKytj3rx5fPbZZ4wbN45hw4bV9qia2WFzJdPS0vj2t79NVlYWAO5eOx80JSWF9PT0RuscDocJh8NUVVWxb9++RofLNubQoUNs2rQprjmbR5pfKiIiIiIikmhNRiNm1iPo6cTM0oCLgQJgCXB1UGwy8GqC6thsRUVFzJkzh7Vr1x42t7PGoUOHWLdu3WHns7KyuPPOOxkyZAgLFy7k3XffpaCggEcffbR2i5OcnBwGDBhQb2uVmqBz5syZtft91lnNt3bhoIZCoRCnnXYaGRkZbN26laVLl7J169a4v2t1dbWGzYqIiIiISIcWT49nL2CumYWJBaovuvtfzOwj4HkzexhYCTyVwHo2W2O9nE0Jh8OMHz+eESNGsGbNGn7wgx/UBqbPP/88lZWVPPjgg/Tv35+CggI2btxIYWEhp5xyCpmZmWRmZrJjxw6GDRvGeeedx09+8hN69epFOBwmGo2Sm5t72DNDoRBDhw4lPT2dnTt3Ul5eftiqtK21a9cuPvjgA4qLi8nOzqZz585ten8REREREZGjiWdV29XAiEbyNwBnJaJSx0p1dTWvvfYa//jHP6iqqqrXG1qzwi3A9OnTOf3008nJyeHkk0/GzGqDuyeeeILCwkLKysooKytj9OjRnHHGGSxdupRnnnnmsGdGo1HWrl3Lzp072b17N3v27Gnz71VaWsqiRYu4//77GTt2LECjQ4VFREREREQSweINPoIez3ygxN2vMLN+wPNAFrAC+J67VzZxj6SPdFJTUxk8eHC9lW1rgsdVq1ZRUlJSG7CGQiFSU1PJzMyktLT0iKvO9uzZk4cffpglS5awbNkyioqK2rzeZkbfvn0ZOnQo1dXVLFy4sM2fISIiIiIiX3kr3P3MhpnNCTx/DJwJdAsCzxeBP7v782b2JLDK3Y+6j+fxEHjWaLhCbTQabfFcSzMjKyuL8vJyKisrE9oTWbPIkOaFioiIiIhIAjQaeMa7j2dvYDzwu+DYgLHAS0GRucDENqlmkqiqqqqXWhPIuTs7duygoqIi4cNfWxMgi4iIiIiItES8e2w8CkwHaiKWLGBXsJUKwCYgp7ELzWyKmeWbWX5rKioiIiIiIiLJKZ7tVK4Atrn7ipY8wN1nu/uZjXW3ioiIiIiIyPEvnu1UvgF8y8wuBzoB3YDHgAwziwS9nr2BksRVU0RERERERJJVkz2e7v5f7t7b3XOB64C/ufv1wBLg6qDYZODVhNVSREREREREkla8czwbczfwYzMrJDbn86m2qZKIiIiIiIgcT+IZaouZFQHlQDVQs6DQLmA30B3IAE4EKtq6giIiIiIiIpLcmtPj+U13z6uzSNAM4G13Hwi8HRyLiIiIiIiI1NOaobZXEtu/E76C+3iKiIiIiIhIfOINPB34q5mtMLMpQV62u38ZfN4CZLd57URERERERCTpxTXHEzjX3UvMrCewyMw+rnvS3d3MvLELg0B1SmPnRERERERE5PgXV4+nu5cEP7cBrwBnAVvNrBdA8HPbEa6d7e5n1pkbKiIiIiIiIl8hTQaeZtbZzLrWfAYuAdYCC4jt3wnax1NERERERESOIJ6httnAK2ZWU/6P7v6mmb0PvGhmtwDFwDWJq6aIiIiIiIgkK3NvdGpmYh5mVg6sb7cHirSdk4Adx7oSIs2kdivJSO1WkpXariSjRLTbvu7eo2FmvIsLtZX1muspycjM8tV2Jdmo3UoyUruVZKW2K8moPdtta/bxFBEREREREWmSAk8RERERERFJqPYOPGe38/NE2orariQjtVtJRmq3kqzUdiUZtVu7bdfFhUREREREROSrR0NtRUREREREJKEUeIqIiIiIiEhCKfAUERERERGRhFLgKSIiIiIiIgmlwFNEREREREQS6n8BJ2AjTDi/348AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import argparse\n",
    "from text_recognizer.lit_models import TransformerLitModel\n",
    "from text_recognizer.models import LineCNNTransformer\n",
    "\n",
    "model = LineCNNTransformer(\n",
    "    data_config=dataset.config(),\n",
    "    args=argparse.Namespace()\n",
    ")\n",
    "lit_model = TransformerLitModel.load_from_checkpoint(\n",
    "    '../training/logs/default_fsdl-text-recognizer-2021-training/469_3ocpqryn/checkpoints/epoch=125-step=5039.ckpt',\n",
    "    model=model,\n",
    "    args=argparse.Namespace()\n",
    ")\n",
    "\n",
    "for i in range(5):\n",
    "    x, y = dataset.data_train[i]\n",
    "    pred = lit_model(x.unsqueeze(0))\n",
    "    pred_sentence = ''.join(dataset.mapping[_] for _ in pred[0].tolist() if _ != 3)\n",
    "    true_sentence = convert_y_label_to_string(y) \n",
    "    plt.matshow(x.squeeze(), cmap='gray', vmin=0, vmax=1)\n",
    "    plt.title(pred_sentence)\n",
    "    \n",
    "for i in range(5):\n",
    "    x, y = dataset.data_test[i]\n",
    "    pred = lit_model(x.unsqueeze(0))\n",
    "    pred_sentence = ''.join(dataset.mapping[_] for _ in pred[0].tolist() if _ != 3)\n",
    "    true_sentence = convert_y_label_to_string(y) \n",
    "    plt.matshow(x.squeeze(), cmap='gray', vmin=0, vmax=1)\n",
    "    plt.title(pred_sentence)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
